{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Configuring pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# import numpy and pandas\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# used for dates\n",
    "import datetime\n",
    "from datetime import datetime, date\n",
    "\n",
    "# Set formattign options\n",
    "pd.set_option('display.notebook_repr_html', False)\n",
    "pd.set_option('display.max_columns', 7)\n",
    "pd.set_option('display.max_rows', 10)\n",
    "pd.set_option('display.width', 60)\n",
    "\n",
    "# bring in matplotlib for graphics\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Obtaining and organizing stock data from Google Finance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# import data reader package\n",
    "import pandas_datareader as pdr\n",
    "\n",
    "# read data from Yahoo! Finance for a specific \n",
    "# stock specified by ticker and between the start and end dates\n",
    "def get_stock_data(ticker, start, end):\n",
    "    # read the data\n",
    "    data = pdr.data.DataReader(ticker, 'google', start, end)\n",
    "\n",
    "    # rename this column\n",
    "    data.insert(0, \"Ticker\", ticker)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "           Ticker   Open   High    Low  Close    Volume\n",
       "Date                                                   \n",
       "2012-01-03   MSFT  26.55  26.96  26.39  26.76  64735391\n",
       "2012-01-04   MSFT  26.82  27.47  26.78  27.40  80519402\n",
       "2012-01-05   MSFT  27.38  27.73  27.29  27.68  56082205\n",
       "2012-01-06   MSFT  27.53  28.19  27.52  28.10  99459469\n",
       "2012-01-09   MSFT  28.05  28.10  27.72  27.74  59708266"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# request the three years of data for MSFT\n",
    "start = datetime(2012, 1, 1)\n",
    "end = datetime(2014, 12, 31)\n",
    "get_stock_data(\"MSFT\", start, end)[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# gets data for multiple stocks\n",
    "# tickers: a list of stock symbols to fetch\n",
    "# start and end are the start end end dates\n",
    "def get_data_for_multiple_stocks(tickers, start, end):\n",
    "    # we return a dictionary\n",
    "    stocks = dict()\n",
    "    # loop through all the tickers\n",
    "    for ticker in tickers:\n",
    "        # get the data for the specific ticker\n",
    "        s = get_stock_data(ticker, start, end)\n",
    "        # add it to the dictionary\n",
    "        stocks[ticker] = s\n",
    "    # return the dictionary\n",
    "    return stocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the data for all the stocks that we want\n",
    "raw = get_data_for_multiple_stocks(\n",
    "    [\"MSFT\", \"AAPL\", \"GE\", \"IBM\", \"AA\", \"DAL\", \"UAL\", \"PEP\", \"KO\"],\n",
    "    start, end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "           Ticker   Open   High    Low  Close    Volume\n",
       "Date                                                   \n",
       "2012-01-03   MSFT  26.55  26.96  26.39  26.76  64735391\n",
       "2012-01-04   MSFT  26.82  27.47  26.78  27.40  80519402\n",
       "2012-01-05   MSFT  27.38  27.73  27.29  27.68  56082205\n",
       "2012-01-06   MSFT  27.53  28.19  27.52  28.10  99459469\n",
       "2012-01-09   MSFT  28.05  28.10  27.72  27.74  59708266"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# take a peek at the data for MSFT\n",
    "raw['MSFT'][:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# given the dictionary of data frames,\n",
    "# pivots a given column into values with column\n",
    "# names being the stock symbols\n",
    "def pivot_tickers_to_columns(raw, column):\n",
    "    items = []\n",
    "    # loop through all dictionary keys\n",
    "    for key in raw:\n",
    "        # get the data for the key\n",
    "        data = raw[key]\n",
    "        # extract just the column specified\n",
    "        subset = data[[\"Ticker\", column]]\n",
    "        # add to items\n",
    "        items.append(subset)\n",
    "    \n",
    "    # concatenate all the items\n",
    "    combined = pd.concat(items)\n",
    "    # reset the index\n",
    "    ri = combined.reset_index()\n",
    "    # return the pivot\n",
    "    return ri.pivot(\"Date\", \"Ticker\", column)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker       AAPL   DAL     GE  ...     MSFT    PEP    UAL\n",
       "Date                            ...                       \n",
       "2012-01-03  58.75  8.04  18.36  ...    26.76  66.40  18.90\n",
       "2012-01-04  59.06  8.01  18.56  ...    27.40  66.74  18.52\n",
       "2012-01-05  59.72  8.33  18.55  ...    27.68  66.22  18.39\n",
       "2012-01-06  60.34  8.32  18.65  ...    28.10  65.39  18.21\n",
       "2012-01-09  60.25  8.28  18.86  ...    27.74  65.73  17.93\n",
       "\n",
       "[5 rows x 8 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# do the pivot\n",
    "close_px = pivot_tickers_to_columns(raw, \"Close\")\n",
    "# peek at the result\n",
    "close_px[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting time-series prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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G/H7DVx5fH7KtKajoE9h42MpHuenv64Mu0HCGQu6/88KwnWsgqEUfxfzipR385tVdIdsu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\nekVRlDhHFb2iKEqco4peURQlzvn/3Lm9pKk1o7IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e0b9978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the closing prices of AAPL\n",
    "close_px['AAPL'].plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kgbe209buZ1h2KqML0nH2IctldEE6uyqb+LS0ns/PLemTzbsqGtl4qI4fXjyV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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e13c208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the closing prices of MSFT\n",
    "close_px['MSFT'].plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jH277NzNl8zy9XSWcihl3/r9pbqoaJWocz9kj0PFC9bHGpPRjr7G0eflDym4V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\nIYSoOQr0QghRcxTohRCi5ijQCyFEzfkL+Q33TgS5CEIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e2a0da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot MSFT vs AAPL on the same chart\n",
    "close_px[['MSFT', 'AAPL']].plot();"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# Plotting volume series data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker          AAPL      DAL        GE   ...     \\\n",
       "Date                                      ...      \n",
       "2014-12-24  14479611  4303380  17865138   ...      \n",
       "2014-12-26  33720951  5303077  14978547   ...      \n",
       "2014-12-29  27598920  6659665  20858159   ...      \n",
       "2014-12-30  29881477  7318917  22184545   ...      \n",
       "2014-12-31  41403351  7801706  28206452   ...      \n",
       "\n",
       "Ticker          MSFT      PEP      UAL  \n",
       "Date                                    \n",
       "2014-12-24  11442790  1608616  2714807  \n",
       "2014-12-26  13197817  1492689  3062153  \n",
       "2014-12-29  14439518  2453829  2874473  \n",
       "2014-12-30  16384692  2134434  2644611  \n",
       "2014-12-31  21552450  3727376  4451235  \n",
       "\n",
       "[5 rows x 8 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# pivot the volume data into columns\n",
    "volumes = pivot_tickers_to_columns(raw, \"Volume\")\n",
    "volumes.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PQhsATyMYAEAvQhsAAEBjQhsAAEBjQhswO6fXAQDMR2gDAABoTGgDAABoTGhbM6eJAQAA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e3f1080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the volume for MSFT\n",
    "msft_volume = volumes[[\"MSFT\"]]\n",
    "plt.bar(msft_volume.index, msft_volume[\"MSFT\"])\n",
    "plt.gcf().set_size_inches(15,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WLePiiy/udNyvfvUrbrzxRu68805ycnL44x//CMDXvvY1du/ejbWW5cuXM3/+/PD0zdNO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\noKaqKu/sr+Xkaam8dOtqin91HneeNQOA6RlxAJw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foJZmMTElzcLJ01J5clNp4NNagPUH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\neHU/T3xWys7yFm5/ZgcVzZ14VXhjrxa8KQr87u1DXL+6AID46ChmZ8f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yJio8zcB/gJ8J7SI3Ya8GXg5PL6jX3G4e1UPSabAZcAa6gSwGcAbwSOiojfL/V7AXBKWWeHsm//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\n1DAmapIkSZLUMCZqkiRJktQw/x8r4vm0mEOMIAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e6f76d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# draw the price history on the top\n",
    "top = plt.subplot2grid((4,4), (0, 0), rowspan=3, colspan=4)\n",
    "top.plot(close_px['MSFT'].index, close_px['MSFT'], \n",
    "         label='MSFT Close')\n",
    "plt.title('MSFT Close Price 2012 - 2014')\n",
    "plt.legend(loc=2)\n",
    "\n",
    "# and the volume along the bottom\n",
    "bottom = plt.subplot2grid((4,4), (3,0), rowspan=1, colspan=4)\n",
    "bottom.bar(msft_volume.index, msft_volume['MSFT'])\n",
    "plt.title('Microsoft Trading Volume 2012 - 2014')\n",
    "plt.subplots_adjust(hspace=0.75)\n",
    "plt.gcf().set_size_inches(15,8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculating simple daily percentage change"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker          AAPL       DAL        GE    ...     \\\n",
       "Date                                        ...      \n",
       "2012-01-03       NaN       NaN       NaN    ...      \n",
       "2012-01-04  0.005277 -0.003731  0.010893    ...      \n",
       "2012-01-05  0.011175  0.039950 -0.000539    ...      \n",
       "2012-01-06  0.010382 -0.001200  0.005391    ...      \n",
       "2012-01-09 -0.001492 -0.004808  0.011260    ...      \n",
       "\n",
       "Ticker          MSFT       PEP       UAL  \n",
       "Date                                      \n",
       "2012-01-03       NaN       NaN       NaN  \n",
       "2012-01-04  0.023916  0.005120 -0.020106  \n",
       "2012-01-05  0.010219 -0.007791 -0.007019  \n",
       "2012-01-06  0.015173 -0.012534 -0.009788  \n",
       "2012-01-09 -0.012811  0.005200 -0.015376  \n",
       "\n",
       "[5 rows x 8 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate daily percentage change\n",
    "daily_pc = close_px / close_px.shift(1) - 1\n",
    "daily_pc[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.011175076193701283"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check the percentage on 2012-01-05\n",
    "close_px.loc['2012-01-05']['AAPL'] / \\\n",
    "    close_px.loc['2012-01-04']['AAPL'] -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DqaI4du2vw+KNuzHmwdQd+dKxaqt7JkpLx1pKN/xnrrW8eF08od33GnDvsJyN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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e47bc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot daily percentage change for AAPL\n",
    "daily_pc[\"AAPL\"].plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculating simple daily cumulative returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker          AAPL       DAL        GE    ...     \\\n",
       "Date                                        ...      \n",
       "2012-01-03       NaN       NaN       NaN    ...      \n",
       "2012-01-04  1.005277  0.996269  1.010893    ...      \n",
       "2012-01-05  1.016511  1.036070  1.010349    ...      \n",
       "2012-01-06  1.027064  1.034826  1.015795    ...      \n",
       "2012-01-09  1.025532  1.029851  1.027233    ...      \n",
       "\n",
       "Ticker          MSFT       PEP       UAL  \n",
       "Date                                      \n",
       "2012-01-03       NaN       NaN       NaN  \n",
       "2012-01-04  1.023916  1.005120  0.979894  \n",
       "2012-01-05  1.034380  0.997289  0.973016  \n",
       "2012-01-06  1.050075  0.984789  0.963492  \n",
       "2012-01-09  1.036622  0.989910  0.948677  \n",
       "\n",
       "[5 rows x 8 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate daily cumulative return\n",
    "daily_cr = (1 + daily_pc).cumprod()\n",
    "daily_cr[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dzsdHTQ8yegpKJOh2Gka3s/FjO3pZCCFardY82th4BhscBQeWwZtT4FvzYgGn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\naMC1dfmweD6+awJ3fbCVdzdkMWe0ml42rGcEv75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fjviwvtC8ef6kzozqcGlCwZ8GQYCK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\nOuKia2Zm1pF/AJDeoDjr9t2SAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111dd6e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot all the cumulative returns to get an idea \n",
    "# of the relative performance of all the stocks\n",
    "daily_cr.plot(figsize=(8,6))\n",
    "plt.legend(loc=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Resampling data from daily to monthly returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker       AAPL    DAL     GE  ...     MSFT    PEP  \\\n",
       "Date                             ...                   \n",
       "2012-01-31  65.21  10.55  18.71  ...    29.53  65.67   \n",
       "2012-02-29  77.49   9.81  19.05  ...    31.74  62.94   \n",
       "2012-03-31  77.49   9.81  19.05  ...    31.74  62.94   \n",
       "2012-04-30  83.43  10.96  19.58  ...    32.02  66.00   \n",
       "2012-05-31  82.53  12.10  19.09  ...    29.19  67.85   \n",
       "\n",
       "Ticker        UAL  \n",
       "Date               \n",
       "2012-01-31  23.10  \n",
       "2012-02-29  20.65  \n",
       "2012-03-31  20.65  \n",
       "2012-04-30  21.92  \n",
       "2012-05-31  25.17  \n",
       "\n",
       "[5 rows x 8 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# resample to end of month and forward fill values\n",
    "monthly = close_px.asfreq('M').ffill()\n",
    "monthly[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker          AAPL       DAL        GE    ...     \\\n",
       "Date                                        ...      \n",
       "2012-01-31       NaN       NaN       NaN    ...      \n",
       "2012-02-29  0.188315 -0.070142  0.018172    ...      \n",
       "2012-03-31  0.000000  0.000000  0.000000    ...      \n",
       "2012-04-30  0.076655  0.117227  0.027822    ...      \n",
       "2012-05-31 -0.010787  0.104015 -0.025026    ...      \n",
       "\n",
       "Ticker          MSFT       PEP       UAL  \n",
       "Date                                      \n",
       "2012-01-31       NaN       NaN       NaN  \n",
       "2012-02-29  0.074839 -0.041571 -0.106061  \n",
       "2012-03-31  0.000000  0.000000  0.000000  \n",
       "2012-04-30  0.008822  0.048618  0.061501  \n",
       "2012-05-31 -0.088382  0.028030  0.148266  \n",
       "\n",
       "[5 rows x 8 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate the monthly percentage changes\n",
    "monthly_pc = monthly / monthly.shift(1) - 1\n",
    "monthly_pc[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker          AAPL       DAL        GE    ...     \\\n",
       "Date                                        ...      \n",
       "2012-01-31       NaN       NaN       NaN    ...      \n",
       "2012-02-29  1.188315  0.929858  1.018172    ...      \n",
       "2012-03-31  1.188315  0.929858  1.018172    ...      \n",
       "2012-04-30  1.279405  1.038863  1.046499    ...      \n",
       "2012-05-31  1.265603  1.146919  1.020310    ...      \n",
       "\n",
       "Ticker          MSFT       PEP       UAL  \n",
       "Date                                      \n",
       "2012-01-31       NaN       NaN       NaN  \n",
       "2012-02-29  1.074839  0.958429  0.893939  \n",
       "2012-03-31  1.074839  0.958429  0.893939  \n",
       "2012-04-30  1.084321  1.005025  0.948918  \n",
       "2012-05-31  0.988486  1.033196  1.089610  \n",
       "\n",
       "[5 rows x 8 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate monthly cumulative return\n",
    "monthly_cr = (1 + monthly_pc).cumprod()\n",
    "monthly_cr[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EhATWrFlDx44dS49v27aNXr16XdA2NjaW999/36MZRURERAQ4uhmy06tsGgVoxPgn/P39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\nnUiXbfj9dFkUGU+dk7hDYn86y75MlrhFsLG9mgdX1fPO/noC3ou3wCW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GAAAZ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\n/cK1XAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1121d08d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the monthly cumulative returns\n",
    "monthly_cr.plot(figsize=(12,6))\n",
    "plt.legend(loc=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyzing distribution of returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VXX9Q+tw+nwA+xsof8MeAu4Ff6aZObQs/kZlnIuJ7gGMR8eXq27TOY9CfJzOva/deRJyN\niPHMXKy+Pp7rcPN11x+4HrRP29tjZObZVdv6U+Bzval6YDa8Fcg6y7xpE+uOujrtQ2a+/nwuIv6K\nlaEgg34NDt105ihwoHp9ADiyxesPu818vra3xzhv7PXngCfWWH+UbOZWIEeBX6rOLrkWeKUa/toO\ntxHpun0i4pKI+E6AiLgE+GlG/3jpn8z0sckH8N2snE1yCngE2FXNfzvw8Krl7gMWgf9mZUzxtvXW\nL+XRQfu8D/hX4CvAR1fN/wvgBPAlVv7Axwf9mXrQJhd8VuCDwAer18HKmSdfqT57c6N2KunRbfsA\nPwD8S/V4stT26dXDK2MlqXAO3UhS4Qx6SSqcQS9JhTPoJalwBr0kFc6gl6TCGfSSVDiDXpIK93+W\nOys+KQashQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e584860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# histogram of the daily percentage change for AAPL\n",
    "aapl = daily_pc['AAPL']\n",
    "aapl.hist(bins=50);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AnApykb+SpvvsmZpW2r2nLgffdnHOJfZ2+2Cm86Azva9PSi2Drd/FTN+R9W6mWmhTyiBM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\n1gBO6GZmZg3ghG5mZtYATuhmZmYN8P8AdSLBl4tsEkAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112fbc908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# matrix of all stocks daily % changes histograms\n",
    "daily_pc.hist(bins=50, figsize=(8,6));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Performing moving average calculation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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k3t39Lh/v+7jZn73v5D4KywoZEjGk/ovPkJpbTEJaPiO7t631msrKMMD+rP1A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\nbW+BxVGY3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otTuTbyWkZ29MN7m4VSo46PNp+ib7gXWcWV9An3ItTLuZZYOJpexH9XHOVA\naiFR/q48ck0vFmU6M6aXgeE+PRkY6c3/9q/hTIUr/gZ/9Gq9vdAxpzwHo9XIg388yAfXfECZRWnF\n/Mq1MxQniRoEeui5d2SHC36PmoJGpWFy5GRWJ6xGp9KhklT08O2Bi9aFdu7tKKgqaHQfswdF8Muh\nDJbsTuXuYe0d3jfb+dfspodKBZNehdD+cGItJGxSRHH7ERA2AEIHQPvhoG29zohXA6XGusVwuakc\nF61LnXOqzBYOni7k9kEXcBfCli8+7gXl4kcgEAgElwVtrh2zrfjljm538O6Bd/kr9y/6BfbjZMFJ\nnt7+NFB/zt+5VJosfLMrFW8XHYMiL/8UCVDElVal5VDOIbsItt0WBig2FtvH1WTRsUVsS9/GpPaT\nkCSJrqFOHMow8No6x/bKoV7OXNsjiEndA0kvrGDxzhT2JOXj7+bEU5O7cOvAcAw6Db8u98FJX84N\nfRVBm1GaQZhbGJIkEeYeRmpxqn090V7RmCwm3jnwDpMjJwNKA49LzZyuc/j51M98H/89UZ5RdqHk\n5eRFZlmmw9i0kjQWxy7mkb6P2FNS+kV40TPMkxfXxPHzwXTuGd6eyT2CySpPY33yegC7dZ0dSYKY\nmcpPZRH8+Q6c+g22vaUU2/l1gTk/gXv9hYWChikxKf8fbJ8lNirMFfWmEx1OK8Jotp6/t3DGIVj1\nMOg9oO/fzm8fAoFAILgktDkxbLKagGrLrTvX38nLw1/m6Jmj9jH1tVquyZG0Ih5eepCE3DKemtzl\nikiRACW31lvvzbb0bfbXbJEwgIf+eAidWsen4z51mHem4gxlpjJyynMIcAlAliroHhTAyzOuIS6z\nGLVKIulMGVtO5PLFn0l8tlXp4tXe14VHx3XkloHh+NZIW/B19rV3wquyVJFcnMyYCOVGQYRbBAlF\nCYAihoNdgunq05VPD39Kr9JeqCV1vRG6i0m0VzSDgwazM3OnPf0ElLbXsfmx9udpJWlM+mkSAB08\nOjCr8yxA+V0snTuInw+ms2BbIv9cepB3D7xFmdM2u+iq2YykFnoPGPuM8mMsg5MbYcU8WDgBZv8I\n/p1b4ayvfGxdFW2fJTYqzZX23Phz2ZOkdD/s39x8YVMlrP4n/LUEnL1h6nugd298nkAgEAjaDG1e\nDAMsPLIQs9UMwKN9H210HyeyS5jx8XZ8XJz45u6BDIv2bZ3FXiJ8nH3ILs/GR+9DkEsQxSYlGpxT\nnsO+7H24al2RZdnhtv2ZCiU9IaEogQCXAEqNpfgZ/Aj2dCbYUxEIozrBnUPbU1RuYlO8EnWeEhNU\n54WEj7MPKcUpAMTmxWKRLXTyUpwcwtzD2JK2BYvVQnFVMdGe0fT2741VtrIheQMeTh4X3ua2hbij\n2x3szNxJb//qTCBPvScFlQX29/DZHc/at21M2WgXwwB6rZpbBoQzq18Yb23dzKKUjWCBBeMW8uyu\nZ2p1+KsXnQt0mw5eEfDtTPh4sJJL3HmKkld8NlVI0DiV5kqg7shwfXckdifl0ynADS+Xxi+0Hdi3\nUBHCQx6EEf9SLnAEAoFAcFnR5sKlJosihmv6zyYWJZJcnMxTA5/ib93/1ug+lh9IQ5Zh5QNDrzgh\nDNir4fsH9sdN52ZPk/gj9Q9AKSDKKMtwmGMTw0lFSYCSWnFuQw0bHgYt03uHML13/UWHPnofMkoz\neGLrE9y17i70aj0xfjGAEhk2WU1klWdRbCzG3cmdPgF9CHUNJa8yr1YKx6VkaMhQFk9azKT2k+yv\neTl5YbKaKDeXk16azu6s3QwJHkIf/z72NJRzUakkxnRVhFZF+s08tDgPk0nbcGS4LoJ7w31/wvBH\nQaWB35+DLycpbaIFTcIWGa5LDNcVGTZbrOxPzm9+ioSxXElzaT8Sxr8ghLBAIBBcprQ5MWy0GtFI\nGgf7I6tsBWB0+OhG58uyzK9HMhka5Yu/25XZHtdHr5j4nyuGf0v9zd5163j+cfv4Ob/OsVfYJxYm\nYpWtlJhKHFotN3sNzj6Um8v5NelXJrSfwPLrltubGdgadyQVJVFqKsVd546T2onbut4G1L59fanp\n7d/b3jwEsFvK5Vfms+LUCiQknh38LP4Gf7vQqosKk7LtsTGDcNKoScwxk1Va1PwFuQXCNU/B3Rtg\n5ldKW9/PR8MfL0HiFsXLVlAvtsiw7cK65uvOdRQnxmYWU2a0NF8MH1gEZTnCS1ggEAguc9qcGDZZ\nTGjVWlSSiqcHPc1DfR4CIMY3Bn+Df6Pzj6QXcTq/gskxV4Z7RF34OCtiuF9gP7sYLqwsZF/WPmZ1\nmoWT2on92fvt4w/lHrI/3p6xnZ6Le1JUVeSQitLsNeiru2rdEH2DQ+c6W0vnI7lHgOpiPpsThs0i\nr63i5aSI4byKPH459QuDgwcT5BqEQWuoXRBXgwqLIoZHRoew/B9DMGgMJOfnk1tSVe+cRul2Pfzf\nJvCJgm1vwOLr4KspikAW1Emlpf40Cb269gXyb7HK32OzfMitFtj1EYQPVizyBAKBQHDZ0vbEsNWE\nVqXkR97U6SamRk5FQmJcxLgmzV9zOBOtWmJC16Z7EV9uTGw3kTu730l79/a46dwoNZayOW0zFtnC\ntZHX0tu/t71tdU08nDxIL023P+/sff4FWjWjyud2a/M3+BPsEmx3VHB3chTDZtl83se9GNgi3L+c\n+oXMskyuj74eAIPGYI/+1oUtauysccbVScOg9sFYqWTetwfIK70AQewbpUSJ56fClLch+wh8Mhy2\nvQm5J85/v1cgsizXnyZhqZ0msScpn482JzCxWyD+7s24kxS3CgpTYfC8C16zQCAQCC4tbU4MG61G\nuxgGxVP4uynfMbtr400lZFlm9eFMhkX54mG4cguOuvh04ZG+jyBJEm46NyotlaxNWkuQSxBdvbvS\nw7cHCYUJ9vQSjaRhQOAA7u5+t8N+WkoMn5t7LEkSo8NH2x0lbJFhDycPevj24MmBT573cS8GNv/j\nFadWoJbUjA5T0nOcNc6Um8uR60lTsN2et0Ufg909cdab2Z9awMjXN/PJloR65zYJJzfodxfcvw/C\nB8Hvz8OH/WHZXYobhcBBANdMxzFZTZitZgdrtZySSv7x7QHCvQ28NjOm6QeJXQEr7lei9Z2ubZF1\nCwQCgeDS0ebEsMliqmWd1s2nm4NAro/0wgpKq8xce4U02GgKQS7Kue7I2MGY8DFIkoSHkwcySoTM\nZDFhls0MDBpIB8/qhhZjwsfU2265KdQUw3XZpHX37W5/XNMXesnkJdzS+ZbzPu7FwEXrgrfeG7Ns\nJswtzJ6HbdAasMiWWm1+bdgikjbB5ap1xWStYN1DwxnQ3ptX1h5nX0rjzTwaxdUf7lgJDx+BkU8o\njTsWThBFdlRfkICjMLa9XjMy/MPe05wpreKj2/rgrm/ixfOh7+CH28GvE9y+AlTqllm4QCAQCC4Z\nbU4MnxsZbg6hXgb2PTWW63pdPQ0Lrm1/LbO7zCbENYTpUdOBanFaaiy157gaNAbaeyitkl21rrwz\n+p0LOm7NaLBBY6i1Pdil+ndQ0xnkciHUVYkO294zqBZS9dml2QSX7f3wM/hhkS14uFXwwa298XDW\n8uX2pJZbpGc4jH5S8SQuTIUP+sHi6bDvC2ggneNKxpYvrJE09g50ZquZrLIswFEMb4jNpne4J50D\nm+huYjHD5pchuA/c+St4hDY+RyAQCARtnjYnhs1Wc5OaatSHVq3CSXP1RGvUKjXzB8xn3Q3r6OSt\n+PzaxHCZqcwu3AxaA8EuwTipnZpUiNgYrrpqMVyXXVVNAdyWrNSaSkdvJb85wr26Pa9N5NZXRFdh\nrkAtqe3OFLa5KcUpGHQabu4fxvpj2aQXtrBQjR4H926GAXOhOF1pAvF+v6syUmyLzrs7udsjw+8d\nfI8ZK2cA1X+rGYUVHE4rYnxzagviVkJhCgx/RLRbFggEgiuINieGTRbTeUeGBQr2yLCpRmRYa0Ct\nUhPlGUWQ64WnkdRMk6irgYafs1+D29s6/+r3Lx7o/YBDSoetULC+yLDNx9Z2vu3c2wGQXJwMwJzB\nEciyzNc7W0GkekfChJdg3h7l9r2xBL69EVJ2XFVWbLbofHuP9pSZysgqy2Jd0jr7dpsY/i1OcZAY\n361prd2xWpWCRe8OIk9YIBAIrjDanBg2Wo1oRbetC8KWwuAQGT4b1Xx1xKs8NfCpCz5GXakRNVFf\n5rmULloX5sbMdYhwNxYZrrRUOhRo2Vwpnt/5PKnFqYR6GRjfNZCle1Mxmq2ts3BJgshRcPN3UJqt\nNOz4cCDs+hjMF+Bo0UaRZZklcUvsaRC2NAlb0ePOjJ0OufG238+GY9l08HOhg1/djWdqceRHyD6q\npKVc5n/bAoFAIHCkzYnhmtZqgvPDIU3C7CiGI9wj7G4JF0JTor3fTf6OldNXXvCx2gq2yHB9jTfO\n7XCmklRM6zANgD1ZewC4qX8oBeUm/jjeyl7L7YbCI3Ew7UPQu8O6+fDdzVBV0rrHvcgkFyfz8p6X\nmb9tvoOtWnff7oS5hfH63tdJLkoGQEIi2CWYonITuxLzGN+tCSkS5irY8zms/zcExkC3Ga14NgKB\nQCC4FLQ5MWy0GNGpzj9nWHBOmkSNnOGLTXff7g4FaJc79shwAwV0NSPDAC8MfQE3nRtxeXEADI/2\nI9zbwGM/HmZ3Yl7rLljnAr1vg3t+U0Rx4mZ4szP8/HcozmzdY18kjuUdA2B/9n5GLB3BkrglgJIO\nsWD8AgJdAyk3l/NQn4c4MOcAkZ6R/Lj/NGarzOTGXGesVqUg8dd/gU80zPgMVG3uI1MgEAgEF4im\n8SEXF5PVJNIkLpCaaRK2KHtjaQ2CxrFdZBQbi+vcfm5kGJQIelfvrsTmxQJKgef3cwcxZ+Fu5nyx\nh2X3DSYm1LN1Fw6KKPbrrLQQPrIMMg7AnWvB0MwWxG0AWZb5OvZr0krTOJB9wP56YVUhW9K2AEo6\nRLBrMF9P+prvjn/H9VHXo1FpWPVXBm9uOMHA9t50D/Fo+ECHv4fUHXDtG9D/HiUFRSAQCARXHG0u\nzCHSJC4cm2hLKkpi/rb5QOtEhhdPWsz3U75v8f22VYJcg9CqtCQWJta5vcJcgbO6trNGF58unCg4\nYW8CEezpzI/3DUGvUbFgWwtarTVGaD+47n249QfIT4Qls8BYf3vptsqJghO8vu91ViaspNRUan/9\nxo43ckP0DWhVWnu7cBetC/f0uAcfZx8+2nyKB747SLdgd96/pXfDB6ksho3PQGh/6He3EMICgUBw\nBdP2IsMWk0iTuEC0ai1OaieWxi+1v1ZXY4wLpbd/I4LiCkOr0hLlGcXx/OO1tiUWJXLkzBFuiL6h\n1rYu3l0wWo0kFiba7e+8XXTM6BPKkt2p5JcZ8Xa5iH/z7YfDDQvhxzvgy4lK1LPbDHBqYjHZJeZE\ngdKC+ttrv6WDZwfSStJYl7yOO7regVat5fH+jztc/GUXV/LObyf5fm8qU3sG8+bMnug0jcQBtr4G\nZblw6/ciNUIgEAiucNrcp7xIk2gZfPQ+BLsE8+GYD3lp2EutIoavRjp7dya+IN6hrbIsy/xv9/9w\nVjtzX8/7as3p4tMFwJ4qYePWgeEYLVZeXx/feu4S9dH1OrhhgdLGeeUD8PloKDx9cddwnsTnx6NT\n6ew+zqFuodzT4x7754ZBa8Bilflo8ylmfrKD4a9tYvn+NG4bGMFrN8Q0LIRlGQ5+o7hv9L4NQvpe\njFMSCAQCwSWkzYlho+X8O9AJqlkwYQHLrlvGiNARXNfhuku9nCuGTt6dyK/MJ7ci1/7a+uT17M7c\nzQN9HsDX2bfWnAj3CAwaA3H5cQ6vdwxw4/bBEXy3J5Vxb29h0Y5kKoyWVj8HO91vgPv3wW3LoSQb\nvph4UQVxuamc/+3+H4WVhQ2OyynPsaeYgBIZ7uDZwd7c5FzMFiv/+HY/r62Lx2iRmT0wnPX/HMEL\n07vjrGvAFs1UCYuvgxXzlPSIsc+d13kJBAKB4PLikotho8XI8fzj7M3ay67MXVSaK4UYbgHC3MIc\nGmMIWobO3p0B7KkSpcZSXtv7Gl28u3BTx5vqnKOSVHT27lwrMgzw/LTufHlnf7wMOp5ZeYy5X+9z\niDq3OpIEUWPhb6ugqhi+mgybX4HkP5X2w63Iz6d+5rvj37EodlG9Y4qNxYz5cQwv7XrJLojjC+Lt\n6SZ1sSE2m/XHspk/qTMr5g3lmandaO/bhDsjW1+DpK1KwdzffgUXn2afk0AgEAguPy55zvBzO59j\nZYKjF+2FtGMWCFqTjl5Km+b4/HhGhI7g478+5kzFGd4Z/U6DjUa6+nRl2YllWKyWWuNGd/JndCd/\nvtyexHOrYvlxfxo39Qtr1fOoRVBPmP0jrH1cEcPIED4Ybl7Sao4T2eWK17KtbXJd7MzYCcDyk8vZ\nlbmL+QPmk1+Zb/89nIssy3zxZxIhns783/DIpi8m6whsfxd6zYYB/9f0eQKBQCC47LnkkeG4/Dh6\n+vVk4fiFzOo0C4C0krRLvCqBoG7cdG6EuobaI8PrktcxNmIsMX4xDc4LdQul0lJZry0bwB2D2zGg\nnTevrj1OpekipkvYCB8E926FJ5JgyjuQvh8WjoPYlVBV2vj8ZnIiXymE+yb2G3sHOVDSIA7lHAJg\nY8pG++tZZVk88McDAHTycowMV5osfLolgdu/2MO+lALuGxmJWtVEBwirRcmbdvaC8S9eyCkJBAKB\n4DLkoovhf2/7N7+l/AaAVbaSWpxKL79eDAgaYC8+8nBqxP9TILiE2FIeKs2V5JbnEuUZ1egcvVpp\nxtFQFFSlknh4XDR5ZUZ+OZjeYuttNs5e0O9OuH2l0rHuhznwRjTErmixQxzPP87OTCXqK6MUINq4\nYeUNzFk7h6+OfuUghj8a8xE3dryRSe0mOVx8/HW6kNsW7ObltcfJLq5k7ohIbh4Q3rSF5CXAsrsg\n4yBMevWy9F0WCAQCwYVxUdMkZGRWJ64mtTiVsRFjySzLpMpSRTuPdgD4Ovvy03U/EewafDGXJRA0\niyivKH5L/Y2xy8YiIxPk0kgnM8BJ4wQoXeoaYnCkD12C3Fn4ZxI39A1Fq76EN28iBsM/YyF1J6d+\nf5qClXPpbyyHXrfUOfzYmWP8+89/E2AIwEXrQnx+PBPaTeDhvg87jLPKVl7a9RKeTp481Ochntnx\nDIdzD9fKlX5z/5sMDhrM04Of5kjuEQYHD2ZIyBAyiypYuC2NxNwyUvPL4LonVQAAHAxJREFU2Jtc\ngLeLjndm9WJ675Cmn9+xXxQhrNbByCdEq2WBQCC4SrmoYthsVQpyDp85TGZpJilFKQB2iySAaK/o\ni7kkgaDZ9A1Q7LaKqooACHFtXIDZIsOVlobFsCRJ3D86inlLDnD3on18NLsPrk6XMLVfrYH2w7le\nmwdB/mxa+Q+csg7h1vcu8HNMVfg27luSipLILsvG3+CPRbawKmEVD/V5CKlG04rVias5lHuI54c8\nz/XR16NVaXnyzydZeHQhk9tPBiDSI5JnBj9Dn4A+AMSlann0x7+IzSjmZE4pVlkm0F1PsKczfx/V\ngXmjo5r3PuUlKK4RIX1g1rfgFnDh75VAIBAILksuuhhWnc3M2JCywW6N1N6j/cVchkBwQQwMHMi7\no9/loU0PAUpnusZwUjctMgwwOSaI0qoePPnzUe4427JZugQd0GRZZsnxJWw+vdn+2pSIcAYnLuPt\nXZ9Az1tg6rugcaLUWMqm05uY1G4Sr454FUmSWHp8KS/ufpG00jTC3KoLAn+M/5For2imRU0DYHLk\nZLalb+PdA+/y7oF3AXhuyHP08u9FUbmJl36N5Yd9afi66ugW7MH4rgHM7BdGmPd5dlWsKoEf7gC1\nFmZ+JYSwQCAQXOVcdDGsQ4dBY+CNfW8AYNAY7K1TBYLLAUmSGBE6glFhozhdfJpAl8BG5+g1jecM\n12RW/3CMZitPrzjGgdQC+kZc/FzWlOIUXtnzChHuEUxsN5F1yesow8ouD9//b+/O46sq7zyOf35Z\nyL5BEgKEJewQiCjBrSBQap2pVdq6a6XYqlWH6jjt2FFHW5eOW1u3DnU6rqWttrZWqlVcBpCiuIAa\nIwqCgiIQEpIAgRCy3Gf+ODeXhICcSLw35Hzfr1der9ybc8597vd1n5vfPfc5z0PLiPOJf/lOqF0P\nZ87j6tduZGfTTk4qOilSuLeO611ZvTJSDC/btIy3q97movEXEWfeB+PaXU18KXMOa9O3sn5XOVNy\nZ/PrBU1U7nyZ9Vt3saOhmcumDePKE0ce2rCRHZthxUPw9qOwYyOc8xhkFR5SRiIicviLSTE8c/hM\nHl31KAD1zfUxOeslcigS4hK498v3+t7ezwV0+/rWUYXctmA1cxd9yAOzo18Mf7j9QwBumXwL43LH\nsfCThTSGGtnZXM+qo86guN94ePIyNt8zjpf653NB+nBm5BRH9m8d+3/n8jspTC9kXO44/nWRN354\nSuEUWkKO2xas4sGl62gOOeCbEPc15odSyE3fxph+mUwZkcfFJwxl3IBDvKj2g+e9GSN2VULRVDj1\nHhg2/dCOKSIiPUJUi+GmUBOGcc7ocyLFsJ+Lj0QOd591Ad2CdQuobqjmvDHntbs/LSmBy2cM57+e\nWcW8Zes5/7ghBzz+Sxte4vj+x3fpUubrtq8DvGFMZkZSQhKNjY0ArKhYQfG4WZA/lif/cR1u52rO\nXL0U3i/xljEeeDSZWQOJszg27drE3Lfncu+X76W+uZ7jCqazqCyN61e9TPnG7ZxVOpBzjxlETmov\nEhOMXvFxZKUkknCoFw9u2+AtHrL6GXj/b5A7Es5/AvoWH3xfEREJjKifGe6d3JuirCKWnr2UD2o/\nUDEsgfBZZ4YfW/0Y5VXlfH3o1ztMK/i9yUN57aMafvrUe5R9up0TRuZxUnFfkhL2LtxRVlXGnIVz\nOH/s+Vw16aoOx3fO8eTaJzl56Mm+F7QJuRALP1lIfmo+6b3SAUiwvW8Xy7csZ1bxLEJ5o5jPTo7p\ndwyFp1wLS38Jb/4Wlj+AAaEib4qz1zYt45OKMgCWlmfyYvUaxg3I4vbTSjhzUhcvMNLSBC/fBYtv\ng1AT9MqAqf8BU34ICVrQR0RE2otqMdwYamRQpvfPMSspi0kFk6L58CIxE7mAbj+zSVTWV9IYauS5\n9c9x5qj2SzrHxxl3n3Mk1z35Li+8t4U/r/iUotw0Hpw9iaLcNGobarn3TW+4RllV2X4fe+GGhVz/\nyvVsqNvA5Udd7qu9izcspnxrOWePOjtyX+sFrwVpBbxZ+SYhF+K1za+xcedGLj/ycuhdBKfeC/98\nB2zfADUfwbIfAdDomnn2T9+AnCxOzG7k6gu/TEF2iq+2+FK3BT5aDNs+gVVPweYyb6q0qVd5Z4Q/\nY3VAEREJtugWwy2NDMrwORm+SA8SuYCuuf2ZYeccW3Z5yxLPXzu/QzEMkJ6UwJ1nTaAl5FjyQRU/\nfLyM7z78Bs9eMYXb3riN1ypeA2DHnv2vbreraRcAG3f6X8hj867NAFw64dLIfa3LSJ84+ETmvTeP\n77/wfYZkDiE5PpkZg2fs3TkxGXJH4PoMh2XhfUOJ/C4rD2hkVtXDFDz0LOQMhox+YHHgWiDUDAnJ\n0HsoFH8Tcg8yzWLTbm+KtLd+B8sfhNaz7tmD4MzfwtiZvp+viIgEV9THDLeeGRYJkgOdGd6+ZzuN\noUYGpA/gna3v8NG2jxiaPXS/x4iPM6aPzucXZx7BBQ+9wRNvbmw3BrmmoQbnXIcLUhtbvHG+TaEm\n3+2t3l1NnMWRnZQdua9val8qdlUwfeB05r03j1c3v8qKLSsYlj0s8vwAPqmu56U1VTy/soI9Nf9E\nVt/lzBh2LH9f9zQAfU74D9hU7s3osOE1wEFcAli8V+CWPQaLfgapud5Z3TGnePMBZxR4SyeveR7e\nuB+q13oPaPHeQiBHf9/bPjHZ9/MUERGJ+mz+OjMsQdRaLO47ZnhLvXdWeNbYWdz+xu3c+eadnDP6\nHI7vf/wBjzVtZB5HFGbxn0+WM35CS+T+HY07WFWzijF9xrTbvqahBuhcMVzTUENOUk5k+jOAX0z9\nBS98/AKlfUuZOWwm8z+cT1OoKbJozoaaem5bsIqn3/HOKg/ITuHKYy/hkqlDeeHjF/YWw5Mu8sbx\nHkjdFlj5BFS+Dxteh+eu7rhN4SSYdg30GQaFpZAzxPdzExERaSvqxXBOck60H1Ik5syMpPikDsMk\nWovhsX3GMrr3aBZvWOyN1/1O+X6P88jKR3i/5n3mXXgT//X393lyUxWJmeHHwFi0YVGHYrh6dzUA\n2xq2+W5vdUM1vVPaT+fWN60v3x77bQBunnwza7at4b3q9yhILaBiewPn3v8qW+sa+f7UoZxVOpCi\n3LTIWerJAyZzdMHRZPbKJD0x/bMfPKMvHBsenuEc7NgEFe9AfQ3goP+RmhFCRES6TNSL4YzPOiMk\n0oMlxSexu3l3u/sq6ysBbwjCwIyBrKxeCUBLqCUyRret1sVqTh9xOreeVsqrv2+muhkuL7mOJZuf\nYvGGxVw24bJ2+7SeGa6orzhg2zbv3Mwtr99CbUMtc46cQ01DTYfFcEIhxzsbt/NpbT0NTSGO630O\n71VfxzMrEpn7xP+RnBjPYxcfyxEDszscPzUxlQdOeuBgEXVkBlkDvB8REZEvgIphkShJjk/uMEyi\nsr4Sw8hNzY0sUgFQu6eW3JTcDscoSCugYlcFT330FKUFpaQk7ya0+QhWvDuMaROmcdebd7F55+Z2\nS0RXN3hnhmt2739M8YotK5i9YHbk9oXPX0iCJfDVIV+N3PfWJ7XM+cNbbNzWtphPxBKuYXDfAcz5\ncgEnj+/HqAL1bxERObxEvRjO7JUZ7YcU6RaSEpI6XEBXWV9Jn5Q+JMYltrsIraq+qkMx7Jxj+57t\ngDf1WciF2L6nlpJ+41nwRgW9w+NmF21YxLljzo3sV7PbOzPcGGpkd/NuUhNT2x33w20fRn5/6KSH\nWLZ5GQ+++yA5iYX8ZP67vL1hGys37aBfdjJ3nTWBsf0zSUqIo7a+iV7xcYzpl6FVJEVE5LAV9WI4\nLTEt2g8p0i2kJ6azo7H99GcV9RXkp+YDMKb33rG+VburGEP7sb91TXXsbt7NkMwhrN+xniWfLqGu\nqY6vTxhPYaiQPyz9lOwR+fzxvWc5e9Q5xMV5BWp1QzWJcb1oCjVy3z/KGJoziJOKC0jp5Q3DqG2o\njTxGYstgStIG8+1+U/j1U58QH7eBiYNz+N6UIi45YRg5aXsXrRjcfhSFiIjIYSmqxXC8xUcm7hcJ\nmsGZgynf2v7CuMr6SgrTCwGYPmg6933lPi558RK27t7aYf/KXd744ol9J7J+x3ruWnEXSfFJnDz0\nZM4dk8VXxvblhiWlfLTzGSbfew/FucWkxGWxrXEbLbsHEJ+ykV8teYdQQw1HFGZx/SnFTBycE5lT\nOG3Pl5h57+uRx5s6soA7Ti8hP1NTlYmISM8V1cq07TRNIkEzNGsoz61/jobmBpITknHOUbGzgon5\nEyPblBaUAnsvrGtr065NABzV9yj+suYvfLj9Q2YOm0l2snfB2knFBYwf9K+c9MQz1GXfz+sNfcnc\nNgdy4YiCUby7fSP3fWcUe3aM5IanVnLar1+hKDeNHVnv0tI8iObq07n1WyMZnp9ObnoSg/ukaviD\niIj0eFGtTuNNS6JKcBVlF+FwrN+xHoCtu7dS11RHUVZRZJuk+CR6J/emYlfHmR/ernybeItnauFU\nEsz7HHv26LPbbdM/ox8FaQUAxPWq5n8vGA3AjGHjAdgTquOUI/qz5KrpXHZiFqH8+2nstZrxeWNY\n+KOpnH30IEqH9GZIm2nRREREejIVwyJRMiLbW154Vc0qANZu81ZQG5Y9rN12/dP6s2nnpg77L9+y\nnOI+xWQlZVGYUcjYPmMZlzuuw3ZzZ8wFoDC9MHLx3PDs4QBs2+PNNZzaK4FNcX+mIX4NVxx1BQ/N\nvJHM5MSueJoiIiKHlegOk4jTMAkJrqKsIjISMyirKmPygMlc/MLFQMdiuF96P9bUronc/uOqP9Ls\nminfWs6ssbMA+PnUnx/wYtQROSM4b8x5zF87PzKt2uDMwSTEJfD4B4+TlZRFUWYRb1W+RWlBKReO\nv/CLeLoiIiKHhagWw61f34oEUZzFMT5vPGVVZdz95t0ATMib0GFxi/5p/Vny6RKcc5RVlXHzazdH\n/japYBIAo3qP+szHyk3JZWfTTh5890Gyk7Lpl9aPG46/gfvL7+fapddGtuub2rernp6IiMhhKaqn\nanvF9Tr4RiI92KSCSaypXcP8tfOZXTybeV+b12Fs7sCMgexp2UP51nLKqsoi98dbPEfmH+nrcfJS\n8gBvKMbPJv+M5IRkTh12KvNnzm+3nYphEREJOo1bEImiL/X/EgA5yTlcXHLxfrf52tCvkZeSx43L\nboxcbAdQ3KfY9zzd/dK8FeguGHcBJxSeELnfzCjJK4nczkvN6+xTEBER6VFUDItE0ejeo/nKoK9w\nzTHXHHBp8oxeGVx7zLWsrl3N/LV7z+S2Trvmx8S+E5k7Yy6XH3l5h7/NnTGXYVneOGVDM0aIiEiw\nmXMuag9WWlrqli9fHrXHEzmcXbnoSl785EWmDZxGemI6F5VcxNCsoV1y7Kr6Ku544w6uP+560nul\nd8kxRUREuhMzW+GcO+iZJC0HJ9JNXX3M1SzfspyS3BIuKrmoS4+dl5rH7VNv79JjioiIHI5UDIt0\nU/mp+Sw4bQEpCSmxboqIiEiPpWJYpBvze8GciIiIfD66gE5EREREAkvFsIiIiIgElophEREREQks\nFcMiIiIiElgqhkVEREQksFQMi4iIiEhgqRgWERERkcBSMSwiIiIigaViWEREREQCS8WwiIiIiASW\nimERERERCSwVwyIiIiISWCqGRURERCSwVAyLiIiISGCpGBYRERGRwDLnXPQezKwK+DhqD3h4ygW2\nxroRhwll5Z+yOjhl1DnKyz9ldXDKyD9l5d9g51zewTaKajEsB2dmy51zpbFux+FAWfmnrA5OGXWO\n8vJPWR2cMvJPWXU9DZMQERERkcBSMSwiIiIigaViuPv5TawbcBhRVv4pq4NTRp2jvPxTVgenjPxT\nVl1MY4ZFREREJLB0ZlhEREREAkvFsIiIiIgEloph6dbMzGLdBpEgUt8TiR31v+hSMRxlZjbNzA46\nAbREZLT+ojeHA1M2/qj/dYr6nk/Kxx/1v05R/4siFcNRYmb/ZGZLgPOAPbFuT3dnZiea2VLg52Z2\nFYDT1Z4dmNlMM3sEOCLWbenO1P/8U9/zT/3PH/U//9T/YiMh1g3oycKf5gw4C/gf4HvOucdj26ru\nz8wKgZ8CtwKLgcfMrI9z7sdmZkF/Y2jNwMymAzcBTcBxZvaxc642xs3rNtT/Ok997+DU//xR/+s8\n9b/Y0ZnhL0jrC9c5FwI2Ab8F1ob/dqaZFZpZYuu2MWxqt7BPBqOBcufcU865OuC/gSvNbGTQ3wz2\neUNcB5wE/DtwDFASs4Z1M+p//qnv+af+54/6n3/qf92DiuEvgJnNAZ4ws38zs1xgKfAOMNfMVgNn\nAPcCc1t3iU1Lu4c2eV1pZpnAB8BkMzs+vEk+sBK4Nrx9IPPaJ6cC59x659xm59xCYAsw1cwGxLiZ\nMaf+55/6nn/qf/6o//mn/td9qBjuYmb2TeA7wD3AeOAGYDjwNN7XHmc7584Avgt8w8wmhj89B9I+\neZUAt+GNKbsTuNjMXga+CnwLmGBmQ4L4CXk/Of2nmU1os8nvgZF4Z6ja7heoN0/1P//U9/xT//NH\n/c8/9b/uRSvQdTEzuxVY7Zx7yMwGA2cCo5xzF5pZsnOuoc22/wv8zjn3UqzaG2v7yessYKhz7pLw\n12hHOudeN7N44D7gx865mli2ORb2k9PpQLFz7rtttrkCyMI7EzPJOXdbbFobO+p//qnv+af+54/6\nn3/qf92Lzgx/Tvt+4m9z+yO8K2Zxzn0M/A3INLNT93kjuA4oBlZFp8Wx1Ym85gO9zeybzrkm59zr\n4e1uAtKAuig1OSY6kdPTQJqZzWyz+aPAhcAfgdz9Ha+nUP/zT33v81P/80f9zz/1v+5JxfDn1y67\nNl9f/Bmob/MmWQEsAsYCmNkUM1uE95Xaac65LVFqb6x1Nq9RAGY2wszmA+OAK51zTVFqb6wktr1x\nkJwWA2PMkw7cDZQDJc65f99n/56mMzkFvf91Nqug9j3CY1wJn41T/zuATuYU6P73ObIKbP+LJRXD\nnWRmR5vZ74BbzGy8mcWF7299odcATwCXmZk557YD6UBK+BDrgX9xzp3vnNsc/WcQXYeQV3L4EBV4\neZ3ak984zazUzB4H7jCzya35tOb1WTmF31wbgCuccyf35NfVIeQUuP53KK+p8CGC0vfMzFLN7FHg\nSQDnXEvr38K3A9//DjGnQPW/Q31NhQ8TiP7XXagY9snM4szsJ8D9wLN4czT/C+HJ1tu80FOB5/Gm\nk/mNmfUHjgQaw9ttcM69F/1nEF1dkFdTeLs659yn0X8G0RF+07wVb0zY03hXpc8BBgG0XlziI6dm\n51xl9J9BdHRBToHpf134murRfa+V89SHb+aZ2aXgfWBvPYsX9P4Hh5xTYPofdNlrKhD9r7tQMexT\n+B/IJ8Bs59zvgZ8Bg4H41m3M7KfAX4G+wA/x/gn9AdiGN4l2YCgvf8JvjC8BJzrnHgEeAhxQ1bqN\nmd2IclJOPimrzgl/eOiHl8H3gEvNLLvNB3ZlhXLqDGV1GHLO6ecAP8BU4Jg2t5PxPkAkhW//CTgl\n/Hs+3ot52D7HSI3181Be3etn35za3D8F+BhYBtwFTMf72uwPwHDlpJyUVddmBcS1uf9JoBBvDtxb\n8T68p+l9Sjkpq57/E/MGdMcfIANvLE8N8CDQO3y/tdkmEXgFGLmf/eOi0c7u8qO8PndOOW2fP97V\n1dPDv8/GW7WpSDkpJ2X1xWUV/ttI4Jfh308BdgBl++wfiKyUk7IK4o+GSexfI7AQ+DbeeJ7TocOV\nwaOBLc65D8wsw8yOhsgylEGbRFx5+bNvTmfA3jGczrmVzrlF4W2X4L3RNoE3Bls5Kaf9UFb+7Ter\nsE3ACDP7G/BzvGEm61r/GLCslJN/yqqHUDEcZmazzGxqeFzPHrwLv17EWx6x1MxGhrdLCO/SB29a\nlNl4ZzzHhwu7HjmVzr6Ulz+dyGnf+UhPxOufdbC3uOmplJN/yso/v1nhfUjYjDf360Tn3ClAoZlN\nhJ6flXLyT1n1TIFegS78z6IAb/xOCPgQbzzPFc65reFtRuAtmdjgnLu5zb63AD8GHgbucs69E93W\nR5/y8ufz5mRmSXhjPG8DPsVbcajHTkqvnPxTVv51Mqs9zrmbwvdlOW96K/Z3u6dRTv4pq54vsGeG\nbe8UJxnARufcDOBSvLE/v2ndzjm3BlgB9Dez4eZNhwLwFHCOc+67Pbmwa6W8/DmEnJLw3mS3AD9x\nzs3syUWLcvJPWfn3ObLqF84qBW+u4LbzMPfYokU5+aesgiHh4Jv0LOZNPH8TEG9mzwCZQAt4c9+a\nt778JjOb6sJrpjvn/mpmY4AFQLqZTXfOvRKjpxBVysufrsgJ70KncrxVrHok5eSfsvKvq7IC3u/J\nX18rJ/+UVbAE6sywmU3F++SWA6zFe6E3AdMtfEFX+EX70/BP635nANfiLZVY4px7P6oNjxHl5Y9y\n8kc5+aes/FNW/ign/5RV8ARqzLCZTQGGOOfmhW/PxTtjshv4gXNuYvjrjHzgHrzxdevC++Gc+0eM\nmh4Tyssf5eSPcvJPWfmnrPxRTv4pq+AJ1JlhvE96fwp//QHwMjDIOfcw3lchPwh/2isEmp1z68B7\nYQf0xa28/FFO/ign/5SVf8rKH+Xkn7IKmEAVw865eufcHhdeEhFvqqHWJUovAMaY2dPAo8BbsWhj\nd6K8/FFO/ign/5SVf8rKH+Xkn7IKnsBdQAeRgfEOb13wv4XvrgOuAcYB65xzG2PUvG5HefmjnPxR\nTv4pK/+UlT/KyT9lFRyBOjPcRghveeCtQEn4E951QMg5t1Qv7g6Ulz/KyR/l5J+y8k9Z+aOc/FNW\nARGoC+jaMrNj8VZCewV4yDn3QIyb1K0pL3+Ukz/KyT9l5Z+y8kc5+aesgiHIxXAhcD7wS+ctqSif\nQXn5o5z8UU7+KSv/lJU/ysk/ZRUMgS2GRURERESCOmZYRERERETFsIiIiIgEl4phEREREQksFcMi\nIiIiElgqhkVEYsDMWszsbTNbaWZlZvZDM/vM92QzG2Jm50arjSIiQaBiWEQkNnY75yY454rxlnv9\nZ+AnB9lnCKBiWESkC2lqNRGRGDCznc659Da3hwJvALnAYGAekBb+8xzn3Ctm9iowBlgHPALcA9wK\nTAOSgP92zv1P1J6EiEgPoGJYRCQG9i2Gw/dtA0YBdXhLvjaY2QjgUedcqZlNA37knPt6ePuLgXzn\n3M1mlgS8DJzhnFsX1ScjInIYS4h1A0REpINE4FdmNgFoAUYeYLuvAiVmdnr4dhYwAu/MsYiI+KBi\nWESkGwgPk2gBKvHGDm8BjsC7tqPhQLsBP3DOPReVRoqI9EC6gE5EJMbMLA+4D/iV88auZQGbnXMh\n4HwgPrxpHZDRZtfngEvNLDF8nJFmloaIiPimM8MiIrGRYmZv4w2JaMa7YO6X4b/NBf5iZrOABcCu\n8P3vAC1mVgY8DNyNN8PEm2ZmQBXwjWg9ARGRnkAX0ImIiIhIYGmYhIiIiIgElophEREREQksFcMi\nIiIiElgqhkVEREQksFQMi4iIiEhgqRgWERERkcBSMSwiIiIigaViWEREREQC6/8BtpM/QItcEvoA\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113461be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# extract just MSFT close\n",
    "msft_close = close_px[['MSFT']]['MSFT']\n",
    "# calculate the 30 and 90 day rolling means\n",
    "ma_30 = msft_close.rolling(window=30).mean()\n",
    "ma_90 = msft_close.rolling(window=90).mean()\n",
    "# compose into a DataFrame that can be plotted\n",
    "result = pd.DataFrame({'Close': msft_close, \n",
    "                       '30_MA_Close': ma_30,\n",
    "                       '90_MA_Close': ma_90})\n",
    "# plot all the series against each other\n",
    "result.plot(title=\"MSFT Close Price\")\n",
    "plt.gcf().set_size_inches(12,8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comparision of average daily returns across stocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lfk4zG5B0p6QrJJ0tabWZnR045GvuvqLy2JxHofOQ4nOrsm9Z5XGjpLsaOLdn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\nAAAyQUABAGSCgAIAyMT/B54bMvpWnRXzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11340d400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the daily percentage change of MSFT vs AAPL\n",
    "plt.scatter(daily_pc['MSFT'], daily_pc['AAPL'])\n",
    "plt.xlabel('MSFT')\n",
    "plt.ylabel('AAPL');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Dwd2vLveemZ0ys0XuftLMFkk6XeXPj1sfAJCwuENJOyWtj16vl/REg+sDABIWNxjulHSN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\nYakDdAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e233f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# demonstrate perfect correlation\n",
    "plt.scatter(daily_pc['MSFT'], daily_pc['MSFT']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zmSpvj6Z5dlOscY0liiqSJFDWTPo7Q/ynX40RUERSZZ1MWefUXIGIX+HFrZ0r\n+jeNJkuMpyrsGYzeVT2XbTv84lyCk3MFZFHkt/cPXPF+JdXgndE0lu1wLl4kUXBrt57e2EaypCIA\nlXqaaVUHw7RQDZO5XI1cRWcyUyVecOuMjk7n6Ah56Wnx0R7y8pMTcSzHPTmIBjy8fi5BZ9jL5x7t\nXVOR8qYQX6Mkihr7h5d/kO/sbeG/vj2BbtrrSqgsYlo2PzkZx7Id5vM1/uA27MPK2uXIoGG5f//r\n5xMcncpR1kzeuZQm4lf4wmN9fHnvABXd5MPbuvjpqTiHJzI4trt447jCUTdtCmWNDDqKJPD7Tw2h\nWhbzBZVKWWOhoDKXU+mM+MhVdASEdZGucmGhxGyuyt4Nrdfk0XllkXxNx6+4tnhdER+5qs65eJF0\nScO0bSRJ4bXTCcqqiem4onBLZ5htPWG++8Ec6bJGoWbwF29cYkdvhIpmcmw6T1E16Qh7mUiXeXxD\nFBDoi/pAENjeHeHkXIGpTJWJdIWPbO+iM+zl9FyBn59N4JFF2oIedNNmPq+SLKn3JJJhWG4zkpXO\nTS9pBobl5n3m7tAX/Z3RNLO5KkXVQNVtHFxXlNmcimbYbOoK0Rn2kii6m5q5fI1MWefjO7uIBhSe\n29QBOAx3BBlLVTAsh+FYkH/64kaGY6FlHz7PborxzmiavtblhbpZz2XVDJuqbt1XIf7itk6GYwGm\nsjXSZY2LiRKW7ZCtGCwUalQ0CxsoaxU8soBHFFFkkbaAh7JmsbEjyHBHiLBXZvdAlIMTWb7z/gwV\nzeQfPTfC/qE2jk3n2NAW5NRcgd39Ucqam4Ji2Q6JksbnHu0F3CK1P3x2GMe5fs75eufdMbfD4+Km\nazLjdtBUZJHJbBXLcaioJoWaiYi7ltqOa/362tkFdvdFKas2rX4ZBNd+d7AtwMd2djWKxJ8YamUu\nX+O9sQwDbYF10TDNtGyOTuWQJZHHB6PXfP6vnU1wZr7AxUSJroiXimbw2tkE7UEPLQGFs/NFNMNi\nFAGP5KYImo6DgwOOe1ro1u8IHJnMMdDq1ttYtsN3j86imzb9rX7agx5mszVqusW27gg/P7tAT4uP\n49N5nhxqI+iVKakGoiDc1X2qmRY/ObmA7bj3wN1sdn52eoHXzixQ0kw6Qh5eO71AZ8RHa9DDvg2t\n+BWJFr/Cz07HyVZ0DNMm7JMpaQaxoI8Pb+3kJ6fjJEsatm1TqBm8djZJVTep6lajjk6R4IkNrciS\nyEd3dOOnegywAAAgAElEQVQ4Dj/OuXbE2YrOTK5Kqd4I7emNGj036L9wv2kK8TWIalgUasY11oWL\n7OqLoFs2FxOldVlctLhINDqz3YDjM3mOTGbZ1h3h2c0xPrqjmw+mcm4Uu77QlGruQ1k1bERBIF3W\n+PevX6Qz4uOLe3p55fQCFxZKlFQTw7aRRYgGvJiWGzFXZAnbsvFIIn99cIqoXyZb0fF7JB7payEW\n8vAXv7jEmfkiO3oifHp3T+PY/05Z9C2/3md8N5RUg28dmmIsWeb1cwn+98/vQpZEbNvhVxdTWI7D\nYwOtBDxSo0nU7v4oXrmIUneR6Yv6KKoGHglME0IeifOJIqPJEqmyjuM4yJLIeLrCQGsA1TAJ+xQm\n0hVaAx4+9YjrNXwmXuSFLTF+7+khwj6F//zrcebzNUZiQQ5siiFLYiMPUjdtuuubgljQe09cdUzL\n5u8OT5Mp6+wZjK5oFKm/NcCBTTFyVZ1nNt5eNHwqU+HHJ+NMpsqEvTLFqs5SR+GaYTJXsCioBps6\nQrT4FeL5GqbjFoS9fm6Bj+3s4U9f3ERvi5+XT8xzYjqPVxF5Yridbd2R64rH3ui1BWGmZTdEe9gn\ns70nTGfEd987T5qWzY9PxkmXdd66mOLR/hZs2+GD6RxlVaekuZFx2wHVcBAkG0F01wDbdjg8kWEi\nU2EkFmagLcDRqSyn5grYtsNfvTPJn74wgiyKTKTLfPbRHsAt9l6cqeXKGB5UEQ4wk6tyaraAIMAn\nd3ZjWg75moEAmKaNqpss1rHbcEVRe7qkc3A8w0gsxIe3daBIEq+dTVBS9cam+p+9tJk3L6S4mCjx\n1Eg7ezfc3Tp6vzg+k280sPErEtu6w2imjd8jkSlrvHo6TkW32NwV4qv7BvgX/3CKTFmnqluEvRKW\nZWPb4OBgCg6CICKLIroNluNQ1S33+zWTmUylUYMjSwKHJzL0tPjpbvEhCgLn40UG24O8uK2D1qDC\nofEsA20BAh6JyXSFHx6fRxRcP/6bnTYXqga/vJAk7JN5YclaKIsiQa9ESTWJ+O5OJsYLNfyKyNl4\nhclMmVNzedqDXh7f0EZrwENf1E+iWONSooRhOUgiFGtuSpkTdJBkEZ8iIgtuimVZs1BNm4pmIddP\nCrojPizbdUzze2RePjFPb4uP7T1hjk3niYU9dAk+vv/BHIokMpOtNoV4kxuzWHxyPSGyq9cV32fm\nC+tTiIsCX31igHhBZfAmubSHJzJUNDdH9KmRNtqCHj6yo4uiavBX77inAhPpsusY4biLmlF/OpRS\nFf7t65eIhTxI2FR0B810kAQwTJu+1gBtQYXJdIVkSasXHMqkSyrRgIIiCvz+MxuYybki37LdBXOx\n0vt2sOtpGNGAB1GAvzs8Tb5q8Mg9+PwUSSRTdnNiC1WDo1M5NrQHqeomx2fyVHUTAfj4zl62dEc4\nM1/gf/7eSY5N53BsB8u2OTFToL/ND4KAKDgkywZC2X0gO7gteQXRwrEhXzXwKyLtIYt8zaCqmfz4\nZJzuiI9LiRIV1eDpkRjbeiLk6hscURTYWG/IsG+ojbJmEvbJPL+lgxe3rewR61JU0yZT1gGYy9Vu\n8t23z5PDN8/VNCybV88sUNFMPrqjm7agh5OzBd4dTTGWqlLTDUznStsey3Yj05ppUKzlCXlFFj8M\n24F0xeTVMwtIosjmriA/P5tEN216o34+u7vntsTju6NpDk1kGY4F+fyeXiRR4BO7em53KlYEURCw\nbTgfLxLyyfS3+lkoqKTKGiXNQgKW9sCtuYsAguFepyXdpqSWKdVMivV802z93uitaXzn/RlyVfd6\nuJAo8fTGGEGvzJf39RMvqOx4gGxMb4X2oAefRyTokcnVDAba/Ay1B3n5hOuHbTsgi2As03fGtKGo\nupaxZ+MFgl6F1oCH2bzBZLrKqbkCz2xs5/ScW990fCa/ZoS4aliohnVdF47FvHnHcVjI13jrUoqa\nbvH0xnbSZY2JdJWpbIV81SAW8pCvGuiWTa1skig6SIKAjXtN6hZQ32b7FJGqbjGZqSBm3WCE7cB0\nrkbQKxENKJRVi4lUlWhAaaS+gINPlnhmY4xH+1vwSCKCILjpf47r+pUoqjcV4u9PZplIu52tFxvl\ngOty89UnB1koqGy4yxPgD2/r5GKiRItP4dxCiYAiIYpuAOZ//dFpZrLuCWC+dvm5KgCHJ7MUVZMX\nt3Ywnali2FAzLapGBccGWRJcE4Cgh/l8lXRZxiuLPNLXgmZaJEoquZqBT5F462Kaz+/p5bFB95R2\noXhrHU/vF00hvga53FVz+ejThvYAYZ/MqbkCv/XE/RzZyhH03lor5C1d7o52Y+eVx+rHpnP84lwC\n1bDJVK5/U9kOJEv6Ff9nOpCrGWhmmWxFpqAaiLiFbvmq4aYDVHVqhsW/fuU8//JTO3h8MEpHyMP2\nvkhDbCWLKj87vUDQK/PZR6/fKAfco8tz8SKxkIcv7OkjX09dSNQ/65XEp0j8wYFhfnJinnRF56/e\nmWQ4FuSTj3RzMVHi9FwBvyLx/lSOPzowxDcPTnOw7gvewLK4lCjT0+JrVPAvpkmAK34Eu/5v26Fm\nWJQ1E9txqBoOuYrGTLaCadNoPKOIArGQl2RRwyOJZCs67SEvLX6Fz+/pu+bviBdq/PD4PD5Z5Mv7\nBlbEuzbklTmwKcZkusJTd5DDvRJMpCtcSpQBOD6T4/ktnbQGZCYyVfJVFd2Eq3XOUllu2A65msXV\nZCoG74ym8MoiyYJKS8CDRxIZT1V45cwCEb/Cb+7tv6b/wOImsTXoQZFEztftECfSFTTz3nf6e/1s\ngovJEvuHr42QHp3OIYoQC3sZbAvwzqUU741nqNbTdq7H0tc0y3VZ6Qx7OR8vYlgODjCWriKKrhBq\nDXroXJKq1NPiX7GI2bujac7Gizy+RkTnjdjdH+VioowoCHRHvBwez/D62QUKNYN61tWyInwplgOW\nBUbVqJ+cCeSqBlZF57tHZnl+WwcTqSq7etfGJqesmXzr4BQLddecLzzWd4271K6+FnyKxNn5Aocn\nsxyfyfNIfwun5wocGs8wniqjWxan5wpMZioMRn34JEhr7qSZV12tugWSYKPZtivMrStfz1UNypqJ\nYVpopoNfkfjJiTkMyxWe/a1+clUd1bT4wbF5REHgK/v62d3fQrKkIotiw5L3RvREfZyaK+CRRWKh\nKzchoVt8Rt+MkE/GJ4tMZqookoDfIzLcHuTCQpEzcwVMe/n1zqxvwM8vFFnacLTuootpunOWKGoU\nahohr5sG1B3t4OUTC5i2Q0fISyzkZVNniP6on66Ij28fnuZsvMi+Da30RtdGVLwpxNcgi101rxcR\nFwSBnb2RdV+weSu8sLWTZzbG8MgijuMwmiwznqowna0giQIz2So1w0SzbvRYvhbbgbJuUdGtax7o\nIlAzHCzbYjRRJlFU+eIyzShOzhbIVnSyFZ2pTPWGBVyL6ReZio4ii7ywtYPJTIUnh9v5d7c18lvj\niaE2elp8/OufnuNSskSypLK1O8RwLMjFRImyZlKoGfybVy8wm10+Mmw5MJu//kZh6byZNlQ1Exz3\n/3NVs/E9Qa/Exs4g3/1gltn65+VTfLw9ml5WgC9yYaFETbeo6RZTmQo7e1fm9ODJ4bZbilzfKZmy\nxrl4iZGO4LILfVfYh98joRk2vS0+/vbQFKPJMv0tPhIF9ZqH0u0wlany2pk4PS1+In4JWRJ4dyyN\nbtqkSxpz+Robl1idGZbNtw5NkSy6RbNf2z/IE0NtHBzPsKkrdM+bhmmmG0EFd3O9VIjP5at85/AM\nbSEPI7EgL2zr5EK8QEW//RmyHDgxW2h8LQngV0SGY6795hMjrTy3sWNl/qgl2LbD4cksjuM6Q6x1\nuiI+/smHRhAEgR8en+PfvHqBhYJ2w03P9RAF6Ah5+fD2Tn52Ko5hue4/e/pb+ezu3jWT4pOr6KTK\nGmfmC5xfKKKZFr+z382JtmyHN84nKdYMPrytk7BPQZIE2kIegl6ZQs1gIl3BchxXUDo2alknXdZv\n6uFfu8nBqmW5XvgeWaSsuhF2BIGaaZMoqPx/7001+jkATGerPDbYesM19Wp29rbQ2+LHq4iNouSV\n5lKijE+R8MgCXkEm6JVJFFXGUhVudiubS6M/18EGqgYIgknAK/Nffz1FpuIG3za0+dnVG+FLe/tR\nZImqbuH3uGmxv7qY5LefXP1CX2gK8TVJsi7abpQ/vKu3hb85OHVFLueDymJB6q8vpfnWoSmyFZ3+\nqI+q7rZGL9TuXLosd48vvptpORRr9QUQ6ikdAn6PK042doY4Fy/i90g33Vm/uLWT9yezbOx0xc1j\ng613nWd+MyJ+Ba8iIYsiLX73mHgmVyXslTFMt7VwvuZwbWz1zlCNy7O5OIeSACOxIAfHs5ydLxD0\nyvWCRjc6fjWW7XBw3O2QuKkjyJsXUsgiDKxx+6ml/PikW3R0YjbPnzx/rW93S0DhDw8MY9pu8WO6\nrJMoqpxfKN11IynLcaO/VcOmPegh6HV9mgMeiYhfoe+q6/Snp+K8cS6JIAgokoBhOTzS33JLLebv\nlmxFZzpToTWgkKsaV2y0HMfh74/MciZeQDcsvvLEIF0RtyfAYnrU7WI57pG3V3JP5PqjfsJ+Gd2y\nOTlTxDCdFU/BEUWBzZ1hLiZKbF3jTiv5qs6PT8ZRDYuRWJC/fneSZPHORLiAu25HgwqxkJeeaIBC\nVSfq9yAIbprVK6fnmcupfGJX9203AltJ+lv9bO92T15N0+bQeJYDm2JsaA8ymalwbNq10Ax5JfYM\ntPLTU3H8isS+oVaOT+cpqAaGZSMLoC+ZrLvtCSeK4PfIrne7YGE6IOEQrd8vAJIg0BHxoojiHTv5\ntN6DjrJLjSQ2d4U4PpOnM+IHx2EyU2E0VcG2nWtSy+6UxRW2Ug8wWbaD3yPRFvCwozfCD47NsW+o\njadH2njrYgpFEnliw+VgTKFm4FekVTO/uK9CXBCE/Y7jHLqfv3M9kihpyKJA63Xy1cA9KtNMm7FU\n5boty+8ltuNweCJLf6v/vh3vTGUqTGeq5GsG87kapm1T0S2Eu17ylscGfLLkFtBkq3z/2BwCDn2t\nAWwHnt/SwZ+8sBFREG7anGawPXBf3FZmstV6Y5IIEZ/CHzwzxI+OzxPySiwUNBIFFVkSqOgWFc1d\n3FcCAVd0WEuUpCi4m4FCzbW/O79QpDvi43/62FYG2gNXHP0fGs9QqBm0+JVG5DBd1hpe8RcTJfbd\nI6/cmm7x2tkFAD62o7ux0bpTFhdzRRJYGvS7OgVDtCCtafgUkaNTOWrLnM7cLq5IFShUDWq6SVfE\nS1fEx289MchMtsoPjs/RFvDw4rZOFEkkV9EZjgVZKKo8v6Xjvj2INNPibw9NcXgiS8Aj8/k9PTxd\nL3DNV3XevJDkrYspClUDSYDXz8Q5PVcgU9ZoDchkq7dfp7GIZYNmOoR8MkcmssiSyN4NraTK+s1/\n+A749O4ePmp2rVmHK920SRRVxtNlzswVOBsvopsWhZqJc4cXpAOohtt7YDJT4YmhVk7PFelt9fPG\n+SSbO0P8t/dn0S2bZEnlzz+zY9Ui5IIg8Bt7B3AcODieaRRFgpuecTZepKZbDMWCTGUqBL0SZ+aL\n/IfXL9HT4sW23ZzsxY3eSj2NvLKIalhUdQvLtvHUG7IJjivSp7NVnt8S4wuPuae1mmlRUg3C99Dr\n37IdTs7m8XsktnUvn1r05oUkx6bzbOoM8dlHe+kM+/inL27i6Y3tfPPgFNPZKo7j4Diu04nkcNPI\n+M1wcO/rqmYgCQ42AlG/hw9t6eA//GKUmmFxZDJHe0hBkURGOoIkSxr9bQFOzxX4dd1t7Wv7B+/5\nKeBy3O+I+N8Dg/f5d647kkWNzrD3huJuaYfN1RDihZrr/alIAv/ouZFbunitei7xneT6mpbN1u4I\nQ7Ego8kSuapOruIWD63U400WXDGp19NcREC3bcZTFcI+Bct2yFV0pjNVYhEfksCyKSv3Ctt2sBzn\nus0vltquzeervLi1i129LUR8Mv/nqxf42ekFBMEtBi7WzBUT4YuYS0S4V3JPDMJehR09EY5M5xsb\nFstxrhDh05lqw5Ggc4krx9KGTfdSxJyZLzCecguWzsYL7N1wd4LfJ7vFso8NdjbExdIUjCOTWfZu\naOUnp+JcXCjx1qUUtu2syOfR0+KjWDOoGhaq4TCTqzVOHn50fJ53xtI4devOTz7Sw8d2dnN8xn1o\n3itv7IPjGZIljQMb2xuWkZbtoBo2mmnjkW3Slct2j4cmskykq/UCNIdUSSNR0jgbL+JVJFTjzkW4\nTxYI1D2w3x7NEPIpdIU9iKLAS/ewSHi1RbhmXq75WPwMdNNGkdwUlNlcjURJ5eRsnplsFVEUMEy7\n3mb8zn6ng9tY7eUTcXb1RugI+zBtG79HRBYFvIqIbtlEA8qqp6mYls3n9vSxtTuC3yM1GnIpksjO\n3ggV1WQ2WyNd0jg9V+RSsgw4nF8oopq2K47rz4/FGoS7xSuLl08QHQj6ZBRJoDPiI57X6k1ssgQ8\nElu6IrxyZgHVsPj4zm6236Mi4yOT2cZa7ZWlZXudnI+X0E2L0WQJ3bQRBeq2j630R/2kiipHJrPU\nbAdtpY5joV6c7sWxwRFAluA/vz1BqqgRDShMZSucmjPJV/VGY6mSZlLV3fWkWDMo1os77zf3W4jf\n9t0mCMK/A/YBHziO82dL/r8X+CbgA/6V4zivr9goV5lkSaXjJl3bBtuCiAJMZav3aVTLc6sLqLHE\nNu5Wmp0UqgayJOBTJA6NZ/jpqTizuSpVzSRZ1LAdp1HfslL3sltk5CAK9RxSj0RX2MfJuQKxkJeI\nT+ZcvECypDGaKlNSDZ7f2rms9/JKU1QNvnN4BtVw22svd5S71HbtxGyBn59NYtkOW7qCHBxNU1RN\nPBIEPAr2nYa6rsNy7/b4oOvpGg142NoVZKGoM9jmJxbykqvojSNRSXQtF4Nema3dYV7a3oVV99Yd\n6QhhWDabV6Bo6Hr0RP3I9U3v3RboqYbFZKZKe8jLRLrKC1vd//fKElu7w7x6ZgFZFPje0VlOzeZ5\nZyzNfF5FN+8+Gq5IAoNtAUzb4uRsEVEUCHjkhs1n2Cc3jmwX0616o/f2RCtRVHmv/uB2HKeRvxrw\nyHzp8T46Ql48isDzWy6L4O6Ij7PzRcI+iXRZrz+sHXTLtXG80+CZLMBAe4B0UcNxHMI+BdOyqRoW\nfkWkpltkK/p9uZ/vN6+eSTCWLOORRV7a1slkpsr5hSLtIS+lmgE4lGoGu3ojFGoG+aqBJApX1xDe\nNg5Q0U1OzhX46DZ3k/jamQSW7fCZ3T10tfjYO7i6XSGTRZW/PzqLIMCX9/bTsSRlri3oYf9wG985\nMoskuG4isijQ4nfznHXzsugWHDed8W5QBDDqkXVJFDFNm4AiUcPd4LcGPdhAd4uPiVSFyUyVi4kS\nw7EQfa3ufTyTrTaEeLaiE/RKNzQSuB0Wg4OO45Cv6hiWH0USMS2bmVyNjrCXmmFyer7Itu4w/9vL\nZxAEgf/hxY10t/gZTZU5sCnG0ekcK3F2sHSfaAMVzaK/zc+5eLneMM61QXyyq40N7QG+fXjGtZ2s\np6F4JJFNfVEuLpTZ2h3Ctm0OjWd4bDCKZ4Xm7Fa430L8tmZeEITHgZDjOM8JgvCXgiA84TjO+/WX\n/wXw58AJ4MfAgyPEi9pNLYM8skh3xMfsKgnxFr/Ch7Z00N/qv6UdZEk1G7ZxU5nqDYX437w3yatn\nEmxoD/D4YCu/vpTivbEMmmlh2g6m5WBYK+/msHhxOg4oohuRyFQ0ijWdCwtFnh5px0Ggolm0BhXa\ng16SJfW+PLjn8zXKmrtzH0+XlxXiQa8rbo7PFDg9nydddot+pzNQ1NwIuGOBqRp3/YC9GQ5wfDZP\noqDh4NAe9AEOXREPPz7pNll4criNp0ba+dnpBWTJbeZzdfqJTxE5M19AN+17ZtXZF/XzR8+5TaXu\npmBJMy2OTecJeiV002b3VXnWn3qkh6lMBdWwee3sAmGfTLZioEgC1RXIilAkgXi+xoZYgJGOEODw\n5FAbJdXgG2+N0RPx8SfPj2DYsH/k/oifkFfG75Go6dY1HuQjHaH6OBf9wucp1kw+sr2TrrCXV7M1\n7KuS5u/mrneA6UwN1bRdC1PLZqgjyJbOMDPZGt9+f5qwzz2eXulmT6uNZljols1cvsZ33p9hNFlm\nQyyA47gNdn5wfI6wT2FjR5B8zWShWOPU7MqYAVi22wxqNFVmuCNISTUp1gzeHk3zLz+9465Twe6W\nM/EiRyazlDWTkzN5OsI+NrQHaAt6qBkWxZpBZ9iLIgmcj5foDHtpC3qQRZhIXy50X4kldUmZDTXd\nIqdbyLJQDzzZGJbFlq4WPrGrk9NzReIFlWzVoF3VebqtDcumUfD87liaQ+NZIn6F331qcEXE+N7B\nVnyyxNGpLG9eSHFmvsjX9g/y2tkEFxZKBD0SjuMGYS4sFBu57G9fSrN3Qyv/8Y1R5nMVqnebi1Ln\n6jkv1EyK86XG862sWbT4ZPqjAb74WD+XkhVquklf1M/n9vSxrTvM94/N4ZHdnhivnE6Qq+rs7m/h\nf/n0jjsb0x00/FpxIS4Iwsssf00KwO36hT0F/Lz+9evA08CiEH8E+DPHcRxBEEqCIEQcx7li5RAE\n4Y+BPwYYHFw/GTHJksoTwzcv5OtvCzB7D7yQbwVREG7LA7Yt6OGxwSizudoNbeNUw+LoVA7DspnJ\nVumL+hvFqKbtUK130rvX6Ja7eZAkE82gHiUX6In66Yv68XvcCOdSB4q74bUzC0xnqzy7ObZs7t1Q\ne5CBtgBV3eSRvug1r5uW3YiOXEyUqOoWLQEZWRAZ6QjjkZJYtl33Wnd/ZiXzGa8dD8xkangVEVW3\nSZdVtxnFQpm5vMr+4XbmFvP8NQu/IjWi0otUdZO/eW8Ky3bdcjZ2hG7poW07Dn97aBrLtvnM7t5b\nKkZaCceAd8cyHJ/OA/Cb+/qX7Qr61Eh7w9fdtGx8ikiyqK/M5+C4G5eLiTKbO0PsH2nna/sH+dnp\nBBXNYjRV4esHhq7rlXwvCHplfu+pDRRV44anDdPZasPS8TvvT/P9Y/NopoUkCo2+AHeL7bg+8nD5\nHvBKEpmyzq6+CJIoYtkOZc184IT40xvbeX8yS66icS5eRBYFSjXX399d09xrdaAtwAtbO/mjvz6y\nItfk4t0qi+DzSOzd0MrfHZ6mqllYNvzqYoov3UZ6n2Za/Oj4PEXV5JO7uldghK6tqiAI5Cq66zNf\n0RlNltjeE2EiXWF3f5RowMNYskxFN5nJue4kBzZ1kCzOUl4hUbmUgEdsOHqZpoOAu3HUTYdcTedb\nh2Yaln4eSUCRRD62s/uK/PDFPgnFmkFZNfGG7l6Ii6LAI/0tHJm6XMejW263S4CZXI1MWcPG3eC9\nO5alqlv89HScv/jFRTIVndrN/C/vAhuueailyzon5/J85tFeDmyM8eqZOFNZt7vz9p5Iow7Cst0o\nP9Cw7L1d3hlN8/5klu09ET6+89avz3sREf+/7vC15YgC4/WvC8DOJa9JjtM4Xy/Uv/cKIe44zjeA\nbwDs27fvHscAVwbNtMhVDbpuoavgQGuAd8fS92FUK8MLN+li6DgOXlnk6Y3t/PJ8ih09Eb7yxAAH\nx9IIwHtjaVTdajhLiNxdhOyGYwF0y8GD6ybhkUUifoU/ODDMTNZtHb9SeXiW7XBm3r10j0zmlhXi\nPkXiy3uv/8B6/VySc/Fi4yHrABvagmimzZl4kd6oz02BsGws+0pP8JVg8bNYFPc2UNJMwn4fkigQ\n8bl5oC1+hccHW+mL+nlmUzteWeKTj3Qznipf4yLz4xNxJjMVCjWDF7d2oki3FmVQDbthF3luocgz\nG2Mr8jdOZSqUVJMdPZFl6ze89Q2jIIDnOnn823si6KbNO5dSvHohTVm72mH4zvEpIiXNQjPdrruz\nuRqpssaHt3aSLKn0Rf33tJDregS98k3bbXdGfIS8MlXdQresRtHv0xtjnIu7kTXTslf0JCfklZFE\ngf+fvfeOsus873Ofb5fT65w5Z3oFBhh0gGgEq0CKIiWxqPdqOVKc2I59HcfxSuJk3Ti+K/H1jSPf\n3Pi6JZZVLOlKoiplUSJVKIME0YjeMb3P6X23+8c+MxwAA2AGmMEUnGctLk7BnLNnz97ffr+3/H47\nWkN8cHcLf/96Pw1B101Nxg5eiTOeKfHAmsiiqE0sFpZlt105FVs3vTns4anN9Ty+oQ7NMGmLeKbd\nnF+/MklqIUo0gNclYyEIuRVawh7GM2X2r6/jJ2dGGU0XOTGQYv/62JzPZX+8MJ18mpq5uFM2NQbZ\n1xnBrcpYlj2HUxdw4VZlon4nQsD+9VEk7DUgniszninR2Bzi0fUxXjo7SkFb2PBCle3nTnlG1mRq\ntqOn4l4ccqtMFg1ifidhj4PRdPGq+3tXe5hUQaO73j/vjWWqoPGLC+OE3A4eXBu5LsP76Looh3sT\ndNX5cSoyj2+IcfBKnBdOjDCZK+NxyKyJ+nl4XYwfHB/if/7yCpmScceqUPPBbu8ROBTBwZ44v/v/\nvcGDayN4HAqDyQKvX4mzNubj7VvqOT2UpqXGw4aGAId7E7e9yTs1lMKy4PRQmrduqJvzzy14IG5Z\n1s+EENuBtcApy7LO3MHLpYCpqCQAJGd8b2YMdu33VizTrppzsD5vDrsZSRcp6caC9YAtBYWyzlcO\n9pPMl3l4XZQP7m7l/TtbpoOd/d11fPeN4ekH51Qf3kKP90hcHaBalt2C43epKLJEc8VG+GP3t1HU\nDI70JagPuO64x1aWBM1hNwOJAt03GLwdTBZwq/IN22AyRds8YzCRp6SbBNwqiiS4NG67jk5my3gd\nMmYJdHNhty8hpwSSZBv6mG+eP4csqA/YGwDLgnftaOTtW+ppq/FetbCvq/PPOihYNkzWRH0UNYMP\n7GI6F0IAACAASURBVGqZs0znlFyfblp01i5MxWIoWeCbRwYBu1KybxYL+/s77eDM71KIzTLj8cOT\nw5wZztAzkWUsU+LCWBbLWpgNkSrZ2czhZBFZQL5sUuuTuTia5dMPdPBwV/SWyj5LSUkz+ODuFlRZ\n4uRQkkM9CQaTRWo8Kg93RRlNFTg3mmU0szCOeAK79ey5HY28Z0cTPz03jmXBUNJ27ZzNw2EkVeSX\nF+3Eh2lZPLOtcUGO5W7QHHazu72GyVyJR9ZFATF9DauyxHvua+bEQJLf/8ZxJvNlrAWYIZGx7eCx\noD7gJuJzsL7ez4XRDN0NflyKzKXxLF840Mu7dzRdpypV1m1FlZjfNT3s2hhyVdwm9TsaLi5qtkNy\n1O8k7HXwqw93oBsm49kytT4npmWRyJeJeBzoloXHodAV83N8IEm6qHNpPEtzyMVYuoRAIGEtWFJI\nkewKsmFqSMIEy0S37HksSdgJq7xmEHDZhjuaYeJU5asqTiXd4CdnxsgU9dvavL56eXK6QtVac7Xi\n15WJHD84MUzQrU4/r2J+F2/f3MDl8SzJy2WcikQs4MCyLK5M5MiVzUUNwgX289sh2zNjckWytz3i\n5fK4Xck4P5omVdB4ZlsDhYqTqioL/C51ulW2MeTm6a23f19vbwlzqDfOhvrAdaZQN2MxWlP+APgY\ncBj4L0KI/8OyrL+8zZc7AHwO+BrwVuB/zfjecSHEPuA4cF1bykpl2sznFsOaYD94LQuGk8Ul1WG9\nU770Wh8vnh4l4Fap8TrY3V7D2ZE0PzgxjGlaBDwOLk/kyJV0Ij4HE9myPUm+gL0VU4opsiQoaCYC\n24imqJkE3YJH1kZwO1Xe6E+yu72G758Y5pcXJwi6VX7nbevv2PXx/btabqgJf6w/yctnx9AMkw/v\naaEh6GYoWSQWcOJSZc6OpBlL27bdEZ+Tkm6SLpbBsrPSxbJBtmSX+Q3TXNBKgksR7Oms5cKYbdpg\nL2521u19O5tIFzQGEgU006Q94qU9cuvAeDRd5HBvgjVRn/0ztR4C7rlnchVJ8E8e7gRYsOBzpizj\njTYykiRmrZKMpYtIkuDCaHa6f3CksjlZiMtXEbCjNYxu2CoYPpeDoNtB1O+ko9ZDW8Sz5KoU1zKz\nj/Jwb5yfn5/AXdnk2r3KPgzTYixTsjP8I2lSxTsby5Yle8kwTFv+zetUeOfmRlyqMj3nIksCpzx7\nUsPnUnCqEiXNJOJbOdlwsIO4h7qurwwlcmUmsiWO9Sf5uwM9DCYLaKaFxJ1VHAW2BbnLIdMU8tBZ\n62VHa5h3bGmotNHl+MGJETxOBdOyGM8WrwvEnz86yGCyQGPIlt8Eu4XsUw+0Y1m3f2+XdIMvvtpL\npqizuz3MQ11RW0dfudoPoiHoRjNMBify1AVdeB0KPpdCoaxT1k1+cWGc4VRpQas0igQhj0rI7az0\nUdtVLgUIVJS78mUdCdjTGeGRrihGZW2deYvnS/ZGA970JZkPU/McDkW6Sr0K4NyI7U47kS0znCpO\nK6fIkuDTD3awoSHAt48N8gffPs3amJfJnEbIo5DKa9Myj1Ms1LNIlsDrVNnQ4COZ1/E4JD65r4Ou\nOh9fOdjPS2dGSRV1ckWdmN9FZ9RgMlvmr1+5wmce6lwQB1G4fbO4xWhN+SCw3bKsvBAiAvwQuK1A\n3LKsI0KIohDiF8Axy7IOCiH+zLKs3wD+C/AFwA38+4U6+KVmfMre3j+3jDhAfyK/YgNx07SmB7ly\nJZ3trWGO9Mb5/W+eIJ4rE/U56W7wU+t14HG8KbifK+kUysb0Ta1Kdh/3fOWQZGGX9Eu6aStKqDIb\nG4NsaQpweTzHSKqIzylTH3aTLxnTRicnBlIMJgoMJwuk8tqC2K/fKOObyJcZyxQ53p/i1cuTrIn6\naAi6qPE6+OQD7bx2OU7ZMCmWDSJeB0OpAiGXysXxLBLQFnFT0k0UWZAtWtzcHPzWuNWKQYxLZXdH\nDR/b28aXD/aSyJXxuVRSBY2tTUF+863r+MufX2IsU6Yh6OaRdXNrEXnx9CjjmRJCwOceWXPLvnDT\ntDjcl0DTTXZXFsGFzv621Nil/ExRZ0fr9T36U6SLGk5Fmq5QXRjN8L3jwwgBihD89Nw4a2NeHuyK\nMHrENt6ZD7PtPd0OmV95sJ1vHR0iWzZoDLr5vbd3U+NzEPE6l1UQXtINvn5ogESuzFOb6+mq80/3\nYxbKBsl8meawh5YaDxdGM1wYzVQkxu7sqpWAkFvBIcuMZUtIAiZzJYIeO8h4uCtKQ9BN2KtOf+1a\nfJV+90xRv6MqWH88z8WxLJsaA3NKuCwWuZLOH37/NBfHbPfgTFGfVtVpCro4N5phvsUzGQi4ZRwV\nabsar4M9nRFqvE4ermwEFFlibczP5x71TFciZnPNHa8Mm09co+8uxNX6/PMlW9TJVLLap4fT6KZ1\nw7bJF06OcKQ3jmFavGdHE5phUed3kSpqpAragmR5p+5pWUDQpdJWY7vIHulNMJIqEvLYyjNbGgK4\nHRIHexLoJmQKGvu7Y3z3jSG+e3wYv0vh0w92IEuCsNfBQ121DCYKs1bvbsVU+6DHIV/XzrapMUhf\nPE/QrdIYclHWTV67Mkm+pLNvTS3nRzKMpksMpwpE/Q6CLpmoz4Us2e7YuZKBbhrohj23IQv7/3M5\nlbMF7oqwWzdbazx0xfyEPA67xXVthJjfxR884+dtm2N8/sWLeJwyJcPE41B4I5HEIcu8cGKYX39s\n7R1t7u6UxQjES5Zl5QEsy5oUQtyRgOpMycLK579R+f8A8NidvPZyZCojXjeHBXoqEB9cooHNhUCS\nBG/f0sCamI8tTUGSeY3//tNLjFVK0NmyjlORWBPzgWUxkCxS63fxzq1hXrsc58JoFs00cTvsTMVM\nbuXaJQCf086CZIo6iXyZgFtlS1OQ+zsjbG0O8Z1jQ8T8Tp7b1kQiX+aFEyOcH8mwpSlItqgT8qgE\n3IsnPjSaLjKRKVHUTFRFQpUFPZM5arwOUgWd4VSRnokcQylbL9qlymiGRVGzf/PGkJu1MR+maWt4\nW5ZtyDCX+E+RQJEkLCwM08I07Z7P9hovBc2guz7AI+uibGoK8uy2JnTTYld7mGxJp9ZrbySD7jeV\nUPRr3vNGFYAar4PxTAmfU5lTX/i50QyvXLBbBhbTZfZWMwEnB1O8eHoUr1PmI3vb8DkV3uhP0hfP\n0xB00ZMo4HbIDCaLrIn66Ih6uTxuq6jM9SEkBNdl4PwulUM9CYSAxqCbj+5rpfsO5hcuj2d58fQo\nsYCTZ+6gTDsbY+nSdPvd2ZEMXXV+9nVG0AyTGq+TbFHnx6dHWVfnY2NjgD/83mlSRR1ZcFs667Jk\nbxy9DoXmsId3bKnnr1/poaAZ+F3qdGZelsSc/Bj8LvWO++y/fWwQzbAdBj/9YMcdvdadUNJNhpIF\nJCEoaAaWZeFz2omI3sn8vFv/FMmWnnzvfS3E/E7OjqZpi3j55L72WTeDTkWedaCtrJt8+9ggmYJG\nXcDFw+uit/kbzk7E5+T+zhrODKdpDXs4PZy+YSDeM5HjJ2fGMC2L3skcZcNCkgT3tYY5P5ZBAuJ5\n7ab3ryLZVRhR+VirfCwEhD0q8Zz985KAPR0R3r6lnlqfk5Jm8vH725jIljk5lMLnVEgWNFrCtgFX\nUTeYyJZIVgYlcyUDzTCRJTsJsLu9ht3tt3+ebhSDtNR4+Owja6Y/f/Xy5PQ8z4HLcbY3B3EqEi5V\nJup38YFdzfzxP5wnVdDIlg1qvCqycDKQzNvBr7DPy82SaFJlt+JzyhR1E82oVG0k2zQu6nficyrc\n1xpmf3cMRZamk2OqLPHQmiiFkslopsSjXbZxWbaoYVm2s+jliRw/OD5MwK3ywd0td11LfDEiiE4h\nxHcqHwtgzYzPsSzr2UV4z1XDaLqIIglq5qBsUB+wB+GWSjlloVgb802Xhs6NjBILuKgPuihpJmui\nXuJ5je76AKosuDCew63KrI35efeOZv76F5c5PZSibFr0TRrYvoJvDgxO2XZfi9ch0Rbxsqe9BkUW\nyLLEeLrEu3c08vAMTeP7OyN4HDIhj4NXL8cp6SYXx7J8cFcL6+r8RP3ORR2A++m5MYaSRaJ+Jw1B\nF6PpIttaQoQ9KuvqApwaShNwq3icMttbQnznmN1LX+tzki8bdg+fgLymk8xrRLyqvcjoJj6ngmGY\naIZJSX+zx1EAPoeELNuLaUmzBwA1YdESdrOpKYjHIeNUJfa01yBLggfWvpntnqlA8pb1UV69Eqcl\n7J4uceqGyTeODDCcst0crx3SfHJTPZsaA0T9zjkF1p4ZGXPPEkqh9VekRHMlg3i2XNEUz6EbtjHK\nQ+tqef6oLRNX63NQKBsIYT+QVQnWRH1kSzpjqSKmsKezpjZMU9e0JMApCzTdfhC5nbId5MfzrI35\ncCoya6N3ZsxzfCBFvmzQM5Gf3hAvFPWVYch4rjwt7xjxOXl3xR3wCwd6SOQ1EvkUn3qgna46P4ok\n6E/kyRSv11qXJTsjNrXJm8pQWthfdyoSIbdKxOfCxJZM/E/v3swPT43y9k31S1ItsDfL+pJeq2Bv\neJ/Z3siRngR1fgenhjNEvCrv29nMt44Nki/rN3UbVSRbPcs0bS1ttyrjcsh8+qF2Dl6JM5Z1kinq\n9MXztEXmXrEdTtkDmU5VJhZwLVjbwEz2ranFMOHkUIodLXaFSzNMvn1siGS+zJOb6mmp8bA2Zis1\nabrJYLJIrc+Jx2Hfc1OzKLGCTjxbQgiLZMGgrJvTa6lDhh3NIS6MZzFMKgOYOgGXg4aQG1mSeP1K\nHCy7r/mxjTH2ranli6/2Mpkt8bPz43x8Xzvv3dnMQCKPz6nwN7/sYSBh3+8uVeZtG+s42pego9a3\nJGY0PqdCrpIEE8D21hCpou1G7XUqWJagPuBkKJnH71JQZEFJs5CFwMB22HQ4ZCxMzEpFRhKCVKW1\nRgKCbgXLsp2uJcmY1gLf1BBgY1OQiM/BvjURNjUEZ81qCyF426Z68mXbhyTidfDbT6xnJFWkLujk\npTNj6KZFPFdmJHX3W30XIxB/7prP56uUck8zkipSF3DNqUSiyLaW+GByZQfiM9nTWUNBM9jXGeHM\ncJp82eDieLYyzW4PSQXdKpubgmxsDPInH9zBeKbE998Y4PMvXSKZ164KKN2qhGWZKBJ4VQlFlUnl\nNBpDbjuwH8uyrSXEv3zb+qvO+XCqwBcO9OJzKnxwdwsAW5uD/ODEMOOZIt8/OczvPtm96Ocj6nfa\n/eB+J5/Y145DkdAMkx+cGObVy5Osq/MjSwKPQyXscfDP9ndyfCBF0G3LRZZ1k8O9cb73xhC6YTKQ\nLOJxKATdAoSFoQvKpoTXJZARtNd6CHpUErkyF8ayxHMafreCw7JwqTJep0LMp3Lgcpyo38nzRwd5\ndnsTL58dI+RReWrz1cFNLODi2W2N/Oz8OP/txxfY0hxge0uYoaTdjnB+NHNdIC5LYl4P7raIl/fv\nakY3rCVt0drVXkOmUiVpDttVFoci0xn1sa0lyP71MXa0hvE6lEpfboJs2cDntAh5HHzqwQ6O9iU5\n1p+Y/lv53TKWaZIpGuiWHXDKwpY300yLYtngymSOWMBFe8TLI+uiN2ybmMiWcFf+hjeju8FPXzxP\n1O+cduVcKFRZ4r0z1H9KukGhbOuvX5nITQenTSF74/Zbb13Hlyr9vEWtSNmwN9oOGdyqYs8OCNvB\nsVQ2bJfdiiGXUxGYQCzgxqNK1AVdHOtP8ekH29nfPXdFg4Xmg7tbGEwWaJ/HNb5YfGRPG++9r5n/\n8dNLtNX6UGTBO7c20h7x8h+/e4pkvjx9zc2sSAjsVp/6gIvhlP13kSXBs1sbONSTwDQtsiWNC6NZ\nnIrEx/e13TBhUSgbDCYL054UdQEXtX4nyVx5UV2jH+qqvapvfjhZnN5MHx9I0VLj4bHuGIOJPId6\nEtQHXVwYy9qzQ7pJe62HuoCLkm5wfjTLUCJPUSvidsgEXArNYTfPbW/k4JUEQhIcH0iRLtrVr5JW\nQjPstjKfQ6JkWLRHPKyr8zGSKjCULHBhLEOd38VLZ0b57KNrptfE33liHZcn7Kqoz6ngcyo8tblh\n0c7TrdjcFOSfPtrJkb4k7REvbREvm5vKxHNlHIrdjqLKErU+J90NAR5cU8tPz40ylMohDHsz7apk\n0Muaid8p43EqGKaJZpp01HpZG/NzvD9FsqBVMui2klltwMmamI8nN9bfsKUM4NJ4luFUgYOX4wgh\n6Krz8fTWRlojHn54coRDvXFKmsn21vCiGpzdiEVRTZnt60KIFuBDwKzfr2Izki5SNwfFlCmawu4V\n3ZpyLQGXyjPbGjnal2AwWaAu4OKZ7Y1IwItnRis2wnBmOEND0M2R3oQ95CNJCHF1/5gsYZf4Kv3f\nHodMrqTjcynUeh2kivbQTVGzHwQtNR6yJbtP8m9/2cPR/iQ+p8KutjC1PictNR4CboWJrOBIb5Kh\nZGHRb9r962NsaAgQ9jim++MHEoVpS/ZkvsznHu3kJ6fH+MWFCRRZ8LG9rXz/xAif/8kFnthYx3Pb\nm/jbf+zh0ngWSQgaQy5qvE764nnylk7IKfPIuig9kzlcqmQ7oI1lKeomTkVia2OQ8VyRgXiBU4Np\nBhO2JrhmWtQFi/zgxDAvnh7BtOxA660brw9yTg6mMC2Lk4Np9q+P0V3vZzBZ4L7WuWvR34zZNLvv\nNlG/kw9UNm0AQY/KB3a1MJkrsb7OjxBiWne+Puji8x++j9evxPnR6VHShTJffLV3WqZPM6zplop8\nWUe37Lqt4E279CkL8nRB55cXJ1hX57vh9fhGf5KXzo7hUCQ+trftpg+t7vrA9PEuJkXNqGT+7IHB\nxpAbRRb82lvW4FQkhBCsjfn4nSfXM5YpMn62BBXnW0mSKOoGXkvBJQu791M37FI3YAlB0QCPag8O\n1/qcNAQ9uB3ykmQNZ+J3qXTX330ZyRvhVGQe645xcSzLrja7wnV+LIOsCCQhEFjXtUMJoKhZFHUL\nwxLohkFjyMsbAykujtvZ2i1NQVTZnr/pi+dn7QMH+PrhfiazZRqCLj60pxWXKvPx+9tuyxjlTogF\nnNT6HCTz2vQGwKXK/JNH1vCx+w2+d3wIzbCI+Bw0BN28d2cT50eyPH9sgMlciVRRI+BRqQ+42NTo\nZyRV5q9e6UEWdkbW7VAo6mWsyoY6nivjKAlkSaIx7KAt4uWrBwcYy9gxQKqg4ZAlJnJXVyUkSdxx\nleDUUIqRVJFd7TXXDWPeDpubQmye4W+xs62G5rAHr1PhByeGifhsdZr33tdMe62XkXQB67D9vC4Z\nkMxrBNwqRqUKWNJNHIqMMAQ722oqAgUFZNluryxpJn6XSiKnMZgo8OKZUd63sxnLspjMlQm41Ol1\nciRV5JuHBzjalySeL7OxIUBtZQZPN0zODKfxOVXqA8pNJYIXk0V11hRCRIH3Ax8GGoFvLeb7rQZG\n0sUbStjNRnPIzWtX4ot4RHfO6aE0fRXt7Wvd9WbSH8/zo9OjuBSJ3niOvsk8zTUeWy5QNzjYE0eR\nJGI+FwL48elRBpMFTg6lKq0bbjsjbtnZsIfW1vK2TQ38w+kR+iZzJPK2i6GqyDhVmbUBFxPZMh6H\ngschM5ou8rXX+zEt20zGpcpYQNcMmaxdbTWk8hoRnxPpLjwkhBBXyVKZpsW54TR98Rz1ATdrKu0I\nJcNgOFWgL56nWDY4NZTiykSeU0Mp1sZ8bG4KEc+VKRsm6+sDvGNLAz85M8Kl8RxPb2ngYE+CVEEj\nXxaMpIq4VJmmkJtNjQH+9Tu6efVSnM//5Dxj6RLJvEZT2EXM7+KpTfX0xvOYlh0gTvWmX8uOlhBH\n+5NsaQoihD0XcC9QH7TbrGZycSzLsf4kGxr8PLGpnr0dYZ75v3/JYLKIYVq4VImAS0GW7BajbNEO\nZjTdwOdy0F7rqQwRKyTzGqoi8Fc0uG/ElK56WTdJ5Ms3DcSBuxIApQsamaKOKts92kXNYDRd5MDl\nSR7timJaFq9enqSsmzy3vZGTQ2mS+TIl3cSybJ3/8UyJ5rCbOr+TQtmWJLMAtyIR9TtxOxS8Dpka\nj8oj62rZ0BBY8kB8OdIS9vAXP7/M3/5jD89sbeAfL02Symu4HDJubHnJYsXOXRJTGUy7NaM57CJZ\n0KkLuCjqJtmSHUjuW9PCRLaMU5VvmP23LGta3WPq/1Pc7bYhlyrz8X3tmKZ1VXVUM0x+eGqYiWyZ\niM+BIkns6QjjVGRMy8KlyJQ0E0kIYgEXHbVefnp+gkSujEORcSoSYY9KQ9BJQTMo6wZ+p4wiy3gc\ndjvPQ2trGU4VcSi2qZQiSTQE3WxsCNASXthkTzxX5kenRgHIlnSe2940r58/2pfg+aNDRP0O3rez\n5br1bYqpHvOumI/BRIH6gIsrEzmO9icwTbtaOpQsopt2NcXvVGgOO9ANk7xmYFgWHqeChOBDe1px\nO2R6J/PkK8myyVx52gRuMlvi+aOD/OOlCTwOhTVRLx/Z2zYtIVg2TAzLoiHowu9WeFslWaTIEtta\ngpwZzrD9JkP4i81iyBf6gfcAHwHWAd8EOizLWpqtxgpjtNI3O1eawm6GjxXQDBN1EQfVbpdsSedH\np0ewLEgVytMyVLNxrD9JuqARN036JvMk8hpOtcSVyRxroj5+9aFO3rGlgdF0iQ0Nfn56bpxsSaek\nG9zfESHgVqjxqkiSxObGIM9ub+SRrlrOjqQpayYNQTcjqSKaYZItGTzWHeO+thrqAi4iPiffPz7M\nyaEUMb+LHa1h9q2pZWNj4Crt7ue2N9IZ9RJ0qzdcgBaT3nieMyMZWsIeuuvf1N9+fEMdR/uSdMX8\nlHWTZF4jX9ZxqhJ9k3ke7qqdLv0/s60B07L7ZT9+fzu9lQl404SyZdFR62UwWSQsCX7lwQ4agx7e\nvtnB80cHSBd1gi6VR7qifHBPK+vq/OxuryHkVtEM086sT+Q41p9kXZ2fjY320OADa2uv6iO/l3np\n7CjxXJlzw2nbMc800U2rkgG0+5qjfieaAUGPQntFftDvknl0XZSg28HxwRSFskFXnZeBRBHTsnhy\n043bLfZ2RChoBgG3elPDmrtJ1O/kvrYwo6kiH97TyuG+BBdGsxzrS9IR8TKWKfH948OEPCq722vY\n3hJiIJ7D7VAYjBcYThcwLQu/U7Y3mnkNt0PG65CnW7N2toX5+qEBHKrM1uZQNQi/AQcuTXB8IIlh\nWjz/xhA7WkI4FJnd7TVkywanBlNcmcihyhJep4RlCcq6SXe9n+6GAEG3ykiqwOG+FCG3xIbK1361\nIiN6I4QQPL21gbMjGTY1LoxB2p1ybVto/2Se168k8DhktrYEeWpTwwxdczcuh4xLlWgJB9jUGGQw\nmUev9PFEvGqlmurmlxfj+J0ysltlQ2MAn8NO9MQCTh5cW0tTyEPfZL7SnlLk2W2NOBTptuTwboZT\nkXAoEmXdxO+aXwiYymt888gg50czDKVU1tX5qQ/e3PxmR2uYjY0B+uN5/uj7ZykbBpsag2xtCeF1\nZEgUdGJ+Jxsb/ZwdybK21o/PKfPalTjFskF7rZdan5OP7m3jZ+fHOTOUYiJbpjPq477WMOmiRsTn\n4JcXJxnLlHCpOkG3Skk38DgU6oMuPrynldYaWyL1ka7oVWpFj3XX8dgStqrB4mTEx4CDwL8FXqlY\n0L97Ed5n1ZEpauTKBg3zCPCaw25Myy6/tCyTB+xMHLJUaQkxblkC66rzcXk8R13Axb7OCD85M0bE\n5yBSCYQlSdAc9ky3ITy6rpZDPXFcisy33xhkU6NdCt3aHORXHuwk7HXwJz86x+HeBJmizlvWR/nc\nox38+c+uUNIMDlyO8+77mvG7VM6NZPj2sQEKZZOEVCbmd3JyKI0kCVpr3tRhVmTpup7mxaSsmxR1\ng0Clv7Km0qJS1k2aZ/y9Ay67DeKXFyco6yYb6n2MpIv4XQpXJnM8sbGOS+M5hLCztN88MogiSRy4\nEmdjg5+AW+XhdbXsXx9lPF3iSwf7yJV0vvPGEH6XwgsnR6gLuPA5VVoiHn77retwqTKDyQIvnBgm\n4FJ5dnsjLlXmq6/3kynq9FYeKoupZLIS8ToUXj47TlHTyZbsTOIHdzfx1dcHKWgG62I+1tb5OdyT\nYCBe4IKWJeJ1MpYpc340SzTgojnspjPq45mtjXOaJwl61HlnvhYbIcRVSYfWbMnuKVYlQh6Vrx/u\n59J4Fp9L4emtjfzB0xsZiOfxuxV+/5snmMiVKpkuQX3Azdqoj/5EnqjPyd7OiD3wlddxKJKdietL\n3paU271Ac9hDyO0gkS+zu62GvZ01lHSTx7pj+F0qx/oS/O/fO01fPI8soKBb6KbJgctxPvVgBy+c\nHOH4QIr6oJNU3r73Xzw9OifTo7ZKX/Fy5fRwmqGknex6eptdyUsXNQIuW63js4900hhy0zeZp63W\ny4WxDLmyTsCt8si6KJ21Xl69Eqek6XidCn6XwuPddTy1uY4vHOjFsuBYX4p1dQHesj7Kf/zeaS6N\nZ+lP5Pk/3799XsYwc8HrVPjInlYmc2U65zlT41TtJEHvpJ3UmWuLjFORSRd0SoZBKq9xaijFzrYw\n+9fHaK/1sDbm5+uv9xP2OFEkgcepcKQ3iewUHOpN8L6dGppp8vXX+8mUdNoiHj6yt5WIz8nFsQwH\nr8Tpi+dJ5zVCEbv6NVM0oDPqozO68EO/C8ViBOK/j90L/v8AXxFCfHUR3mNVMlLR052LdOEUTSE7\nGJvqcV5uOBSJj+xtYzxTumUmrrs+wNqoD1kSCCHY2GjLIM02XGZZFj0Tecq6yeWJHALobgjw1o31\nvH9nM5fGsxzpSzCYKNgtJpZdYjxwKUHIrTKm2yYIUzfrj8+MYlp2CcuhSPzVL64QC9jl7ofW1t5y\nwG0xyJd1vvRqH9mSzmPdMba1hAh6VD79YDtFzbzOZXNzU5DNTUF+dn6cgmbQHvGyvt5vu0wavjm9\nrgAAIABJREFUFo+uq6U17OGrhwc4O5yhLuBid3sNO9tqiPldeJ0KNV4Hw8kC/+tADyPpErlLE7ad\nc8jNUKrIztYwT29rnM4snhxMkano8g4mC6yJ+ogFXGSKWWp8jgV/iKwGdrXXcGUix+WJLEOpIrV+\nJx/a1c67trfwf/34PD0TOQYS+Yp+to5DlhhN20NgJd0i6FKxgPaId1m7Zc6Xrc0hmkJu3A4ZpyLj\ncShsaQ4ScKkIYfGff3iW/nierjo/liUIuFWKFRfZB7tqKRl2240qSwwkCqyv9xN0K9PtL6Pp1TNL\ns5D87Pw4R3oTvGtHI4+ui1LU7erh1PpypC/B/3zlMoZpEfE6CHscnBtNo5mVNfXyJJphopsmRc0k\nOo8Zp5WACWxrCQK2U/AXDvSQKeo8uj7Kfa1hMkWd7no/T22q59J4lp6Yn2ReI+x1cGEsRyJX5uxQ\nGlmScKsy/+qpbh5ca29AG0Nuzg6nGcuU+Nrr/TyxMUa2pKMZFoWyyUS2NK94YK6EvQ7CN3Bpvhku\nVeZTD7bzzNYGmkJuHPOoMK2r9/PouiiXx3O4VYlTQ2kuj+fY2RZmc2OIzpiPdF+SxpCL/eujfOPw\nAMl8Ga+jSMkwSBfsVqlMSUeR3zQaeunsGLmSwaWxLC7Vdnje1DD7PMJyZTGGNf8U+FMhRCd2QP48\n0CiE+D3gW5ZlnV/o91wtjFT6OOvnE4hX+seWs4Th1GT3XJiZPb2RnTvAkb4kPz8/TqakEXKrtEW8\nPLAmwsProiRm9MB11flpCLlwSNL0IOd7dzbTVmObhkwFio0hF4VyAEUW6BUFgERe48G1tUsmMzaZ\nLZMt2X2T/Yk82yoyW3ZP+41/7v7OGlRJsKutBr9bIeZ38vVDA5iWRXuth3RBY1NjgNaId1o1YOYm\nriHk5lcf7uRPfnQOhyLRM5mjMeTmiY11vLdSQZhifZ1tWe13qTRWetnfuaWBsUxx2ZnJLBe6YraK\nykCygCIJYn4n9UEXp4ZSaLqJU5EZTZfY0Rrk3EgGryojJImIz8E/f8sa1sR8FDRjVhv2lU5khkrL\nc9sbuTSeY1NjgK+93s/poTSJvEZD0MX9HTX0xp14nQproj62Ngfpmcjyeo+Cblp01Hr4yJ4WkgWN\nwWSBom6yveXuVbJWEn2T9uB3qqBzuC/JYKKAU5X4zEMdGKbFt44MMJYpE3ApdNR6iQVcNIbdDCXy\ntNf66Ih4yRR19rTX8NyOJmQhGEkX2XyD4cyVxmPdMcKVIUyLN3vZ++N5NtQH+Orr/ZR1k/X1fp7Y\nWMdY2k46GabJ+VFbZeXKZB5/Re96ZkX1vfc1c7g3Pu2DkC7ofGJfO987PjRtiDSTeK6MW5VvaXK2\nmARc6nSFdj74nAqffWQNpmny9cODnBpKky5o9MXzZEs6+9fH2N1eg0eVeensWMXU0KKt1q7W1Hqd\nvOe+JoZTRZ7aVD8dKzRUxAV8LgXDtHDIEmOZIrGAa8W0oi1ams+yrMvAHwF/JITYDPw34LPAmpv+\n4D3MVEZ8Pr3HU20sq0k5ZSRV5IWTw9MKKlP9eDMp6fZgWkvYQ9DjoMbjYFtriFxJ56Wzo/TF8zSH\n3XTFfLx1Yx1l3eSXlybom8zx+pU4Pz49xtu31PPAmghCCJ7d1sRkrkTYrfLSuXFqkw67rLiE5aym\nkJstTUEmcyX2tN+6T1AzTF4+O0bZsEvKU9n+waTdSwvgd6p01fmYzJZ54CZl+sc31HFqKMXPz0+g\n6QbxfIk1US9fPzTAExvrpgP39lov/3z/2qsCblm6esC0ytUcH0wxnilTH3BVZg3sc9VdGaI91JMg\n5FXxOhTeuaWRF06MMJwqkCsZ/Oj0KGsncjzWPbsByWqgrJu8dHYMw7R4rDuG2yFXAkAnsiRoCXv4\n5IMdhD0qE9kyQbeKIku0RLw0hlxcHMvRn8jzZy9fwq1IdES9vGt7U3VTeAMe6orys/NjxLMapwZT\nBNwqumEbeCmVLK5umjSEPHxqXzuvXJygK+Yj4m1ASAKfU8E0bXnTGq+DgEtdltXZ28XnVHi4y85g\nW5bFtpYg45kSezsi6KaJXpGUKekGqizRXuvhjf4U3Q0BHIpMpqjxzNZG+hJ5Il572HMgkedHp0ap\n8Tp4++Z6NMOipBvc1xbGpcpsbQ5ed70e60/y8tkxXKrMx+5vnVUOMp4rc2Y4TWfUu2zXYEmSaAy5\n2NQY5NxoholsiZ+fH+edWxumE3Zep8L6ej9lwwQEbwwk2d1eM2sv9zu3NDCRK/HkpjpevTyJblp8\n48ggXqfMx+5vu6pFZbmy2KopO7AVUz4A9AB/upjvt9IZTBYQYn6tKS5VJuZ3MpjML+KR3V3eGEiS\nzGsk8xr9ify05NtMdrfXIBC4HbaRzRSvXJigL14g6neyqTHI/krA4lAk9q+P8cOTI5weytAzmUM5\nDWGPg42NAWRJTGcYZ3N7WwokScwqBXgjzo1kODWUBuxe8qnhyKZKNjtd0KYX+rnwa29Zy1CyyIXR\nDOdHspim3Uv6xkDyqgdtNcCZO0XN4KfnxrAs2wBlT0cNO9vsDJks2RrO77zGzXIkVUQZEPTF8xy8\nEufSeJaCZvDRvW1L8SssOmeG05wZtq/jWp+DvZ0RHt9QR9Cj4nMqbG1+836fqcK0qy3MRKaEbg7T\nN2lLbW5vCeNU5eo1ehM6ar0MJf0czMUrbohOHumK4nbIlHW7VW9DfYDuhgCjmRKaYTGQKLCjNcza\nmI8fnhxGCEFJN0nmtNvKlq4UhBDXBYNPb2tgKFmYrlj++MzYtDb6bzxmJyk0w6Rnwtb7dygSb/Sn\nSBU0UgWN0XSJB68ZZJ/teh1J2cm2omaQyGmzBuLfOz7EZLbMsf4k//TRNcu2NXBvRwRZEkT9trzw\nlYkcQ8nC9KzA/Z01aIbJ2ZEMQ8kCXznYx+bG4KyVAKny7I75XWxsDPLtY4NcHs+RKxmkCtq9GYgL\nIdZhB98fBiaArwLCsqy3LPR7rTb64nnqb6Oc0hR2L+vWlPmyNuazS/JO5YaDq6oszTp4VRdwIgT4\nnQr3tYWuW4j2dtRwfjRNUTMqWqPLc6G6HaJ+e9DFsKyrpsLB7h+fL6os8Y7NDfxdrozfZUvpSULQ\nFVs8k43VjkOWiHgdTGTLbGsJXfcAno2nNjfgVmV8LoVL4zkiXueyVEhaKKJ+O/NtWUxfxw5F4oE1\nNz9XQgj2dkY4eCXOZLbM+jo/TSEXj29YvdWDhWJq3fQ5FZ7cVD+dDBICvE4VWZJwKtKsa/OeiiJP\nyOOgpWZ5ZmEXkzVR31XJoimZvvqAazqgVmXpKhncrjofF8eyBN0KsTn21M/lPE+tC6osWM5Ptqn7\nudbn5IUTIwTdylUJSCHEdGvOeKZEyKPOWhmfjQfW1GKYFlG/c15tvkuJsKzr7b/v6AWFMIFfAJ+x\nLOti5WuXLcu6uY7RIrNr1y7r0KFDS3kIt+T9f/6PSELw1c/tm9fP/fqXj3BiMMXPfnf/Ih3Z9eza\ntYvFPJ+6YU4Pbc6XRK6MIoubWs+fH80gS2LWbPvdZiHPZbqoYZq2U+NCcWk8i2FadMV8tsbtMg8C\nF/vavFNsecmyvbGZR8bKsizGsyVGUkXWxnx3LdOzFOfzTq5jwzA5P5bFoUjL4v6eyXK+Nm+0bk5m\nSwwmC3TF/Lgd8h2tzQvNcjyfhmkxmS1R43XcdK1cjPOYK+lcGs/SEvbc1jDmUpzPm52Hnoksg8ki\n97WGcK+AzPa1CCEOW5a161b/bjGeqO8BhoGXhRB/KYR4HJb15mzZ0DuZvy2N3+awh6FkAdNc2E3V\nUqLI0pwXqLFMkcIMM5NkQePyeA7dMG/4M+vq/MvuIb0QBFzqrMFLpqgxmS3d1muuifpYV3FavPbB\ncnEsO60/XGVuOBSJWMB1XRCeLmokrnHRm4kQdgl2a3NoTkF4STc40peYtu1eSdzoOp4Lk7kyA4n8\ngjgG3kuEvY5ZkxcRn5OtzSHcDpnJbImibl63Nhc1g8O9CYaSq6cyey2pvEYyf+P7cwpZso19bpWw\nmHrGJfNlDvfGb3rvzxVvpXXrdoLwpUAzTE5WDP9mI+p3sb7evyKD8PmwGKopzwPPCyG8wHPAbwEx\nIcT/wFZN+dFCv+dqoFA2GMuUaIvMPxBvCrvRDIuxTGlJTGaWktcuT/KPlybxOGQ+vq+NdEHn+aOD\ngB3YTA3Z3MtMZkt85WAfmmHx5Kb6aZOdO6U/nue7bwwBkC8b3N9Z1Wi+XaZcXQ3L4umtDaxdgPaf\nl8+Oc2Y4jSQEn3qg/ZZumqsB3TD5zz88y0CiQCwwxH/9wPZlX8FZKZwcTPHi6VEcisSH97Repejx\no9OjXBrLokiCzzzcsSL6cufDYLLANw4PYFm2mk/7PPW3b8a3jg6SzGsc7Uve0gBptfHKxQmO9SUR\nAj66t+2qmY9UXuOLr/VS1k0e3xC7ajZktbFoK5RlWTnLsr5sWdYzQDNwFPi9xXq/lU5/wt4R3s60\neXPI7hdbTQObc2U0Y2d582WDdEGfVgcBqCZpbSZzZbTKZP9oprhgrzuzq81c4Ba3e43xTKnirgmj\n6durXFyPNeOje+fvMyUvly8ZFDTjFv+6ylwZq6wdZd0kfk32dqrF1eLqdWG1MJYuYpgWpmUnvBaS\nqefUajxvt2Jma/S1a1Q8X6as21XtKUW51cpd2bZalpUA/qLyX5VZuDiWBaCzdv7tEjO1xHeuTiGF\nG/LAmgjm1GBGpRrwzLYGUgWdrc2rQ8f2TlkTtXWrcyWDXW0Lp6XcGvHwji0N5Mo6W29jGLTKm6yv\n9zOcKlLWTXa0Lkzm5y3rY0R8TmJ+54LODCxnFFnin+1fy4unR9jbEbnpnEiV+bGrvYZsycDvVK5z\nZHxiYx0nB9M0BF1LYn622GxsDDCaLmFZ1oI/V969o4kLoxnWzNGlcjXx0NooQbfdhnatL0JbjYft\nrSHSBY29Hau72rr67pgVytnhNJKwp6nnS1No+Zv6LBa1Pifv2nG1dfdUWX80XeTls2NEfE4e746t\nKhfC+SBL10tuLRTr62/cQpEpavzo1CiKLHhyU/2KMVdYClRZ4olrpCovjmV47UqcNVHfbbX9uFSZ\n3XPQn19tRLyOacfhKgtHwKXy7A0s63XToi+eZyRdJBZw4lRW173uVGSe2jx/WdtC2eAfTo1gYfG2\njfWzblJqvLZE572IQ5HY2Tb7GiVJAkkIciWDdFFb1a111ea5ZcKZkQydUd9tBStep0JdwMmlSla9\nis3BK3GGU0VODqYYSt17m5Sl5sRgir54nsvjOc6OZJb6cFYcr1yYYCxd4sClyauGkavcnAOXJhlN\nFzncm7iuhaLK4nC8P0V/PM+lsSwXRqvPoSlOD6e4MpGjZyLP6Yo2fpW5Ec+VOdKbYDRd5MClyaU+\nnEWlGogvE84Mp9nQcPtDdN31gWqwcw1Tg69+l0LEOzet1ioLR0vYgywJHIpE4z02RLwQTJlb1Add\nOOeooVvFbpkCO9Pod1WLvneD5rB7+l6/1wQDbkZjyI0qCxRJ0Bi69zTW7wS/S5keCG69DRGLlUR1\nlVoGjKWLDCQKfGLf7Td4d9f7OXBpEt0wqyoBFbY2h+io9eJU5DmbAVRZOFpqPPzqwx1IQlTbUm6D\n/d0x7msL43Mq92xb1e1wf2eEjY0BPKpcXQvvEu213uq9PgsNQTefechWQpnNFbLKjVFliY/ubSVf\nMd9bzVQD8WXAq1fiAHck/7a+3k/ZsK1iZzp43etUh7WWltUmY3a3qWph3x6r/cG9HKne67NTDcBv\nH0WWCNwDm+nV/xuuAF69PInPqbDxDltTwO41r3JjNMMkV9KX+jBWPYWyQbEqHXfb6IZJtnqd3hZa\n9dzdVQplg5JevdfnS0k3qrMft4FlWaSLGgvtCr+UVLewS4xhWrx4epSH1tbeURm1q86HW5U50pu4\n4WT7vU6+rPPl1/rIlnTeuqGOzVXJvUWhP57n+aODSJLg/buar5OlqnJzSrrBl1/rI5nXeGRdlJ0L\nKDm52imUDb70Wi+Zor7qTUCWAz0TOb7zxhCKLPjQ7qtNfqrcmHiuzN+/3oduWDyzrZGOBTQIWu28\ncHKEcyMZOqNentvedOsfWAFUM+JLzOs9ccYzJZ7e1nBHr6PKEjtaQxystLlUuZ7JbJlMUceyoHfy\n3jM/ulv0J/LopkVZNxlOrm4jhsUgmddI5jUAeidzS3w0K4vJXGna0Keneo8vOn3xPIZpUdJMhqvK\nVHNmOFWgpJkYpkX/Dezdq8zOlQl7TVxNz/BqIL7EfOeNIdyqzGPdsTt+rd3tNZwZSZMuagtwZKuP\nxpCbDQ0B6oMudrdXs4yLxeamIM1hNx213pvqjFeZnZjfydbmILGAkz0d954O+J3QGHSzsTFAXcDF\nnntQQ/1us605RFPYTWfUy9p70JDmdlkb89EZ9dIUcrOtWrWZF490Ran1O3m4q3apD2XBqLamLCHZ\nks63jw7yji0NCzLosrejBsuC1y7HrzMHqWIb29yOKUOV+RFwqbx/V8tSH8aKRQjB4xuq9+/tIEm2\neVSVu0PQo/KB6r0+b5yKvGraKu42W5qDbFllrtnVjPgS8q2jg+TKBh+/A9nCmexqr8HvVPjx6dEF\neb0qVapUqVKlSpUqi0c1EF8iLMviiwd62dIUZNsC7e4cisT+7hg/PjOKYa6eieIqVapUqVKlSpXV\nyLINxIUQihDi74QQrwgh/vUs3/83QoghIcQfLsXx3Sk/OTPGudEMn3ygHSEWzqzjbZvqmMyVeb2n\nOrRZpUqVKlWqVKmynFm2gTjwLHDWsqyHgIeEENc2/v0V8NG7f1h3jmVZfP6lC7TWeHhu+8JKDT7W\nHcPnVPj6oYEFfd0qVapUqVKlSpUqC8tyDsTvB16sfPwysGfmNy3LGgVWZP/F1w8NcHwgxW8+3oW6\nwK5RHofCs9sb+f6JIVKFqnpKlSpVqlSpUqXKcmU5B+IhIF35OFX5fF4IIT4rhDgkhDg0Pj6+oAd3\nu4ykivzRC2fY017De3YsztT0R/a0UtRMvvRa76K8fpUqVapUqVKlSpU7Z9kF4kKI3xVC/BR4NzDl\n+R4AkvN9Lcuy/sKyrF2WZe2KRqMLeJS3R1k3+bUvHaasm/zRe7YgSQvXGz6TzU1B9q+P8uc/vUQi\nV16U96hSpUqVKlWqVKlyZyy7QNyyrD+2LOstwOeAxytf3g+8vmQHtQDohslvf+0YR/uS/PH7ti26\n+cHvvb2bgmbwv33tGGXdXNT3qlKlSpUqVapUqTJ/ll0gPoPvApuFEK8AByzLGhZC1Ash/g2AEOIz\nwJ8AHxVC/PelPNBbkS/r/PqXj/L948P823du4J1b78zOfi501wf4989s4uVz43z0r17l5GBq0d+z\nSpUqVapUqVKlytxZts6almVpXKOKYlnWCPCfKh//NfDXS3Bo8+LEQIp/9Y3jnB1J8++e3shnHuq4\na+/9sfvb8Dpl/sN3TvP0n71CU8jNmpiPDQ1+7msNc19rmKjfedeOp0qVKlWqVKlSpcqbLNtAfDH4\n8mt95Eo6QbdKwK0SdKt4nTICu1f7WjlvzTApaiZFzSBX1skUdTJFDdMCVZZwyAIhBOmiRiJXJp7T\nSOTLxHNl0gWNXFlnNF2i1ufgbz61m/3rY3f9d373jmb2r4/xnTeGeO1KnJ6JHH/zygT/r3EZgJjf\nSX3QRV3ARV3AiUuREQIkIUCAaVoYJpiWhW6aPLutiT0dNXf996hSpUqVKlWqVFlt3FOB+BcO9HB2\nJLMor+1WZWq8DsJelbDHQXPYjVuVWV/v5/27Wgi61UV537kQ8jj4xL52PrGvHYCiZnBqKMXRviTn\nRjKMZkr0x/Mc6olT1k0s7MDbsuyAXJbe/G9bc2hFB+KmaZEuagRc6qINy65myrpJQTOW9Hq+1yiU\nDUzLwuu8p5breWGYFpmiRtCtLqhBWpXZ0Q2TbEkn5HEs9aGsCoqagWaY+F3VdXWulHWTom4QWAXn\n7J5a2V/4Fw+TLekk8xqpgka6oJEvG8CbguSWZU1/7pAlXKqM2yHjccj4XQp+l4osBGXDRDNMDNMi\n4FJxO+Sl+aVuA5cqs7Othp1tKzegvl2+/cYgPRN5uup8PL11Yc2UVjtFzeBLr/WRLmg8sq72nrx+\n7jZj6SJfO9SPacG7tjfRGvEs9SEtOyzL4muH+hlJFdnaHOTxDXVLfUirGtO0+NqhAUbTRba3hNjf\nffcrvauJVEHjKwf7KGoGT26qZ0ND4NY/dI+TL+t8+bU+MkWd/d0xtrfMW916WXFPBeJCCPwuFb9L\npeUOX8vNygm8q9hYlkXfZAGA/nhhiY9m5TG1eQXoi+ergfhdYDhVRDPs5MBAMl8NxGehpJuMpIqA\nfV1WWVxKuslounq+F4rxTIlCJSE4kChUA/E5EM+VyRR1APrj+WogXqXKSkEIwVvWRzk1lGZbS3Cp\nD2fFEfM72d4SYjRd5P7OyFIfzj3B+no/vfE8umGytXllP2wWC5cq8+DaWi6OZVd029xKwe2QeWBN\nhMsTuer5XgDaIx42NPhJF3V2toWX+nBWBI1BN1uagkzmSuxdBdegmGrFWO3U1tZa7e3tS30YC45l\n2UOlDuXuKlH29PSwGs/nUrASz6VhWpWh5eXXj7sSz+dCYwGabqLK0nVD6PNlJZzPqXVQVSSW3xX5\nJivhXN4IzbCQBMjLaLZmJZ/PG2FaFrph3fVnOqzs81k2TBRJ2EITy4TDhw9blmXd8g+57DPiQoj/\nCuwCjliW9S9mfP1XgH8H/NKyrI/d6nXa29s5dOjQ4h3oEmCYFl840EMyr931nuddu3atuvO5VKy0\nczmWLvL3r/djmBZPbKxjc9Pyqi6stPO5GHz72CCXx3OEPSqf2Nd+R4PJK+F8/t2BHiayZdprPbx7\nR/NSH84NWQnncjZODqZ48fQosiT40J4WYn7XUh8SsHLP540o6yZfONBDpqizqTHA2zbV39X3X6nn\n82fnxznSm8DtkPnkvvZlM7MnhDgyl3+3nA19EELcB/gsy3oYcAghds/49neAJ5bmyJYHmmGSqvTs\nxqtW9lXuEsmChmHalbTJ6nW3LJlaD1IFHWOVVz0N0yKRt9fByWz1elwMpu5zw7RIVs51lYWnpBvT\nvc/VZ/rciedKgK0wlS/rS3w082e5Z8TvB16sfPxjYB8Vq3vLsiaEEIvrE7/Mcakyb9tYz+WJLDta\nq71ls/GTM6N88dVewh4H//LJ9TSG3Et9SCuetVEfO9vCFDSD3e3V62458sTGOo72Jemq86HKyzrf\ncsfIkuCpzfWcG8mwrdpHvyjsbg9T1Azcqsza6D392F1U/C6VxzfE6Ivn2dO+8nuf7xaPdEVxyHHq\ngy4ivpVnUrjcA/EQcLnycQrYNJ8fFkJ8FvgsQGtr68Ie2TLgwmiGoWSBfZ2RFXnxLTbPHx3kt756\njKaQm0S+zNH+JN//zYfwOJb7Zb+8kSTBI+uiAGRLOi+fHSPic1SHCZeAyWyJo31J2iIeuur8019v\nDntoDt87Civr6vysq/z+2ZLO61fi1WtyAfE4FJ6cQ5uEaVoc7ImjGSb3d0ZW/SbwdjjWnySRK7On\no2ZWb4CtzaHqdTtPIj4n79zacNXXDvcmSBc17u+ILJtWlRux3COSFDCl5RMAkvP5Ycuy/gL4C4Bd\nu3atqvpsvqzz/7P33kFynnd+5+dNndPM9OSAGeRAgAQJ5ihRErWSKImnU9ySNvjWe+sql6/qkuvs\n9fmu7POdvT67bmvvXKsNsk6nsEFcSdRKpCiJAYwgcsYAmBy6p3N4+83P/fH2DDHEIJLADMD+VLGI\n6Z7ufvqd532e3/ML39/fH53HE4JczeQr991+B433Q7Fu8Yc/Osa9w21857+6n/0TRb72zbf41uvj\n/KMnNq728G4bXj2zsNQky+/OujZyRz8s/OJEhrmywfHZCr/XFm4dMmnNydXk1HyVN87lAb8Px/0t\ndaVlzJYa/PpUFvBTS292DviHhcm8zitnFgBftvijW9d2b4G1flx9A3iy+e+PAW+u4ljWFKosE9T8\nP18s1Np838sP3pmiajj8r5+7g6Cq8NCGNI9uSvPt1yfwvNvqTLaqLM49VZYIqWvb63A7snj9g5qM\nKq/15fzm0JqTq0fsAg9va1+6mLCmLKnOxFqdcm8YkaCypJ4SvQWcE2t6hEKIA5IkGZIkvQocEkK8\nLUnSHwsh/rEkSZ8B/imwQZKkvxVCfGGVh3tTCagyX71viGzFYDgdXe3hrDn+dv809w23L2uO8IW7\nB/hvfnCIg1PFVjOaD4iHN6TpS4VJhTWSkVu/1fCtxlM7etjSXacrEVoVubO1SGtOrh5DHRG+fO8g\njitazadWoC0a4Gv3D1Fu2Kxv7ds3jHQsyFfvH6RmOIzcAtd5TRviABdKFjZ//sfN/z8HPLcqg1oj\nJMMayXBro3kv00Wd0WyNf/7pbcse/8jWLjRF4oUTmZYh/gEhyxIbWsVbq4amyMtyw1u05uRq0yqI\nvzzpWJB0q6brhtMVD9F1iyyNLRdKi9uOl5u5YU9s6Vr2eDKssWsgxVvnC6sxrBYtWrRo0aJFi2W0\nDPEWtx0HJkqkY0E2dF4ckrp3uJ1jM2UalrsKI2vRokWLFi1atHiXliHe4rbj6EyJXQNJpBVa3d43\n0objCQ5OFVdhZC1atGjRokWLFu/SMsRb3FbUTYez2Ro7L9F2ffeg34Dm6HT5Zg6rRYsWLVq0aNHi\nIlqGeIvbipNzFTzBJQ3xtmiAvmSIE3OVmzyyFi1atGjRokWL5bQM8VuYhuVSN53VHsaa4nyuDrDU\nZW8ltvUmODHbMsQ/aBzXo6zbqz2MDyWm41I1Wtd+LeJ6gpJuIcTt27/Acjwqrfl3QzFsl1prv3/f\nrMXruOblCz+MuJ5Allgxx3mRTMXgr9+ZwhPwzO5+BtuvX7N1vmwQDSrEQ7e+FOJUQUeYovM9AAAg\nAElEQVSWoDd16W562/sSvHRmAcN2CWmthh/gdx8Twpd+u9rfv3B+Oq7H996eJFez2DPcxqau+G0z\np1abqmFTMRx6E0HkFZr2VA2b7741ScN2+di2bu64RDToduG9c+/Cx987hyuGTcNyV7W75rMHZ5gq\n6GzpuUW01C6B5wmkC/alxb9Drmryn98YR5bg8S1d3D3UtroDvclcaj5ezeveO1/Luo3punTFl8/X\nYt3ie/smsRyPz+zqZeOtosv3AeF6YqkR0vWQr5lIkoQQgu/vm8JxBZ/Z1cOGNXIdW4b4GkIIwd8d\nmuHnR+eJhTR+84GhpUWtZjo0LJfOuK8/Olc2sF3fwzJTaly3If72WIHXzuYIqDJff3AdiVvccJoq\n6PSlwmjKpYM923sTuJ7gTKbKroHUTRzd2qRq2Pxg3xSG7fK5u658qHvuyCxnszUeWN/BA80W1rrt\nkqtZALxwfJ7Xz+aJhdTbYk6tFiXd4rWzC3z/7WlkWSIdC7CtN8EX9wwu6x+Qr1noTRWg6WLjtjXE\n66bDX70zhW65fPbOvmXztGLY/NW+KUzH47N39qIpCiD42wMzWI7H41s6V8VA9DzBdFEH/LXpVmUy\nr/PjwzOEAypfvneQfM3kuSNzyLzbt6G/LcxUQf/QGOK65fBX+6aoWy5P7+q7pgZGF87XJzZ3MtAW\nwXRdvv/2FK4neGpHD9v73m1Gl62amLYHwFSx8aEyxH91KsP+8SLr0lG+tGfwml8/lqvzo0MzSEjs\n7E9gOR6jmSrj+Tpf3DPAQxvSN2DU10bLEF9lDNtPL+mIBTEdj9PzVUoNG8NxOTFb4e6hNsq6zXfe\nmkA3HboSIe5Z18bWnjiTBR3X897XxpurmYAfWqwazi1vNE0WdAbbLr8gLnbbPDFbaRni+Ae5quGH\n6kaz1Usa4sW6hSxJjGZqAByfrSwZ4omQxv0j7bx2NsdUQcd0Bbv6k5R1m0RIQwjBgckitivYs64N\n9TIHpRa+0fbDAzO8NZanbjoYtociQ9VwmCroJC+456uGjWG79CRC7Bm+fY2g6WKDUjP16Uxm+Tyd\nLrw7h7/71hQLNRPLcelLhglqCrmquSpjlmWJxzd3cnKuyu6hFN9clVG8f0azVWxXYDdsZksNJvI6\nhu3yzniBcsMmpCoEVJkH1ndwbKZMSbfZM9x2W0ccZ0sNis35eDpTvSZDfKqgUzUcirrFN/eeZ6Qj\nxt1DKVxPIITg3EKNzd2xpXVyfWeULT1x6qbD3YNt5Gsmx2YrrE9H31c0/Fbg6HSZw9Ml9k8U6UuG\neWTTcsN5ptTgbLbGtp44XStEvvI1E8vxcDxBLKQyko5wYq7CUCLIidlKyxD/sKNbDn+xd4yDkyWG\n0xF+8/517OpPkq0YxEMadw2msF2PZw9O8+b5PBKQKOgU6hapiMZn7+x732N4aEMHnhC0RwP03wYd\n0SYLDZ7c2nXZ3xlqjxAJKJyar96kUa0+Y7k6b5zLM9wR4aGNyxeetnCAjmgAVwju6PMNvJJu8ZPD\ns0iSxGfv6mM8V+eXJ7OENIWNXTGmiw3uHnr3EFNu2HQlguwc8DeTyYLO5u44A23+nDo5V+WVMzkA\nVFliz3Crs+nlyFZNdMshGVYJKBLpeJByw2ahauK4gm++cp7eVIitPXH+zc9O4XmCxKbO27pj37qO\nCD3JEHXTYUdfkl+fzjKaqXLfSAf9qTCpiEamYrB/vMhcxaArHmS4I8rGzhipiMb3355EU2Q+saP7\npqZM7R5qY/ct7iXe0hPnJ4dnMWyPj2ztJBpUOD1fpd6MxJiux+fv6sf1BD88MI0nfCfTx7Z3r/LI\nbxwDbRF6kyFqpsOOC7zXl6Ji2EjAOxNFTsyWcTwPWZJIR4N4QhDUZGzX49hsmZJucX6hxj98bAPh\ngIKmyHxqZ+/Se/2/b06Qq5ocnS7x+49vuGwE+FZne1+CfeNF+lIhslVj2XNCCH50aAbT9jibrfEP\nHhlZ9vx82UCRJebKBo7rcXCyhCTBg+s7MB1v2X1ZrFuczdYYzdbYNZC8qZHFliG+ipQbNtPFBjXT\n4eRclT/+1Vk2dcf4n5++g2TE3yhOz1eZLOhkqyaeJ4gGFQp1E+2CXNFczeTMfJWNXbEVT4SXIxUJ\n8Jld79+gXws0LJdczbyiZ0KWJTZ1xzn9ITLEXzubY6FqkqkY7BxILhkiZzJV/v7oHJoi8+V7B5cM\nudPz1aVUk9FMjYWmR7Fu2nheiCe3dS0VxBq2y3ffmsSwXYbaI+zoT/LgxjSPbUovyyddqBokw9pt\n7SX7oJAlODVfYb5s8uimNP1t4SVv8Bvncxi2x+tnc0zmdBCCuuWwUDOu8K63NiFN4av3DQF+BO/Q\nZAnwQ9eaLOMJWNcepdywydctFFliJB0lFFD44YEZJgs6uwdT/OqUxI6+BBs6Y9eV2/thxPOgIxbg\nxGyFP31ljI2dUbb1JpAlcDzBUHsEw/Z441yOt87niQRU4iGFXYPJi/KdbxdCmsJXmvPxSkzmdZ49\nOIMrPGqGQzSoUjMcPr+7f8lYDKq+wS08ODRdRpMlTMfjn3xsE0F1+ZoZUv39P6DKyLf5HP749h4S\nIY35isGDGzqWPSdJ/nUzbY+Q5l+TTMXgXLZGIqTy4qksxbpFUJXpTYY4OlNmQ2eM9qjCHzyxAfDr\nm356dI6j02VOZ6rs6EtQ1K2WIf5hoScR4vHNndRNB9cTtEU0TNvj3EKNM5kqkaDKniHfK94W1hhs\nD1Nq2GiKzKlMle6kv8D91b4pZkoN+lJh/tETGz60m8tUMxdz0Qt7ObZ2x/nFycx1F9rcaqzriLBQ\nNUnHg0QC7972c2UDIXzDJlczlwzxkc4oB5reg+GOCD2JIC+fWSBXM3E9wflcHeUuCccVpGMBaqZv\nJLpC8PQKkZqDUyU0RUaWpVXPYS7rNvMVg5F0lIC6Nj1JuZpFdyKEYftqFOVZm5rpsGsgyd1Dbfzs\n2DyZiklEU0iENSRJIqwp5GsmHbexV3yRgCqzoSvGuWyNdDRIvu4fGrsSQe4PdKBIEl4zxB9QfE+j\n7XjsnyxydKbEaKaNj2zt4p51t7an+mbRlQiiyDICcD2Pk3MVOmJBHt3cSSqska+ZVA2bt84X0FT/\nes+WDH7w9hS//fDwh75oe75i4AmBhEQqEmA8X0cIeOn0As/s7mc4HaVQtwhqMus7o5xbqFHSbQ5M\nFPhXz53kjv4ET+3oIRUJAPD0nX2cW6gxkIpcVMQ4ka+jyBIDV0jRvJW4f33HJZ/74p4Bpgo6I+ko\nQgh+eGAGw3axHBdZkogEFOIhlWzVQAIWqgYPrH83IvvS6QVeOD5PoW4TCSgYtsuOvpu7R7UM8VVE\nkiR+Y2cvn7yjh5Ju89KZLImQRlG3mCsbuJ7g7w5OkykZtEU1NnfHKTVsVFnGsP2QoO16HJoqUW7Y\n1E3nQ2FUXorFYqihq8iZ29ob5wfv+Lmkt6vH5kIe3dTJrv4U0aCybOG+eyhFSbf8lJPO2NLjXfEQ\nv//Y+iWVhP0TBbriQaqGxbGZCooMb4/lCWlKM3fRRbccvnD3wIqfb9guqUhg1b3hluPxvX2TNCyX\njV2xFQ8Na4F7h9so1EyyVZO5ssGOvjgdsQADzfSxZ+7q409eOseByRKJsMrO/iQBVcF0vFUe+c3j\ns3f2Ydou33z1PPvGCjy+pZMHN3QQCajkaiYn5yocmCxi2B7xkMpIZxRFkjifq1PULczmGtriyoQ0\nhf/2E5v5P39xmuePZVjfGSMeUnlgfQd/9sp5xvP15vrgsKEzBgh6k2FcIZZEBT7MxJrrbn8qjBCC\ncsNCae7Vi+txezTA7z48gusJXju7wL9/YZSq4TCZr9MeDXBkusxjmzsRQnBkukylYTOSji77nBOz\nFZ4/Pg/A53f3X/T87UgipLGjL8lYrs5sScfzBK4nKBsOpbpF2bDZ3BUjGQ4wVagQDapYF8zJfM3E\nEwJVlnj6zl4e39y1rBj+ZtAyxNcAkiTRFg3wzO4BDNvl5TNZGpbLdLHG8ZkKRd0iXFJoiwb5gyc2\nkq+b7Fnnn+hcT7CpO0auZrH5GiqphRC8OpqjqFs8tqmTtmjgRn29m8bkNRjii1Jip+aqHwpDHFhK\ndwLfMA6qMvGQxufu6l/x9wWwb6xAW1SjPxXxvccCPCGYLRpkKgayJHEuW+Pzu/tpjwYuaQg+fWcf\nJ+cql9V3vxk4nrekPqBba0tL1rBdMhWDvlSYVCRAOKBQqlsYtscZWWJLT5zjcxXOLtSpGTYN2yFf\nN30DvT3MXYNt9N0GdR5Xy0LV5KdHZvmb/dPYrsdLp/1ozFShQbFuMp6vYzsemiITC6ps6o6jmy6a\nKvPoxs5WncI1Mlts8MbZAuWGxZGpEqmwxl/uHWM0WyVbNemIBtjYHacnESIRUklGNIbao7TfBnvL\ntTJfNjBsl8H2CH93aJoXT2QZ7ohwPlfjwEQRT8C23jhfe4/08KKjomq43NGXQLdd2pte8MV9bSKv\n89pZv95GluGjW9/Nw79wTVtr69sHhesJZooN0vHAUnS3Ytj8+NAsnhD0JIPolsJcucGJuQpCCFRJ\nahrXgmRYQzcdDNtlsqBTatgEVYXOzhCfvKN3VZxFLUP8JuOfhm3iIQ1FlmhYDoemSnTGg2zsivPt\nN8b59ekFMmWDdEzDsF1cT+AhmC42+NGhGYbaw4DA8yAW0vjcnX1Mlxp0xoO8cHyeOwdTV9TNnS42\n2D9RBCCgyPzGBYUgtyqTBZ1IQLmqhX9rj19cc3q+ymObO2/00NYUzx+f58SsbxR/etfyv/t0QScd\nCxAKqPzbn5/kldEc7ZEAf/iZ7XxmVy+Hp4tkKgZCCEzbxROQCKm4QrClO970hvkcmyljOi53DbYh\nS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A0H0xWI91ji82UTTfHnn9M8oTccgQSormAirxPSFPpSYR7emGZde4S5skF7NIAQfm61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s8NLZOEXdYi6vcXIyS2fUx2iyyK5rlKVMZ8tUDJs1TYGrH7xKsG3BodE046kS+9c10hH1s745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\nBe5pNB529afJVYIGx52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1JgUnrMkrGrW0RnV0VcK0PbqSt7boDIIN4IG1rcy/N8HpqgU+\nRDSZsumgyxKTBYNkRMEsG0vm1F4JjucT0iQcF7qSITqTOr/xtfeYLpm0x0Osbo2xayDN0GyZk9Pl\na3qh3+k4MVWmJarRdgPEog+ubeW/vHCaV07PX9WD932ch2G72K5HPKRydq5KqW43uzsr+SjXbY9C\n3abFDKgbpuMiC4Fpu3x4Uwd7V2WIasqSCs8fnZrj0HgRWQoW0puBsCrTmQiRjqiENJnN3Qk8z8fx\n/Oa1DzBVDKLrVSH4+jtjTBZMFCGwlnmWBOD6QcevNa4H4TR31Uz3+jCerzebKm+dy13xOl1470/N\nVOhKhBiaK6/o9UKKRM3y+PJ9gzx3bIbRXI3njs3wiw+tvubvzldMvrF/HM/3yVasC2LIZ0oG3zww\nju9DoW6t6NguRm86zM6+FNmqdYGPOkBCV+hI6MyVLe5f08rWniQvHJ+harpUGiFHbsEjX3eaBgTX\nA9cLuuGpiMZorh5oloSgPR5irhxYnCqSBAJ2DaQZzVUZyESYKRmUDIeuZJiyUaY9HlqSCF+WxAUB\nZWrj2tNViZboytaGY5Olpgj7qe1drO+Ic3i8yO8+d5KJfI3ZkklXMsxsyaS8Au3BAnzAc4P8j/aE\nTs12sRyXQs1CkQSqHCRm//nrI0yXDNrjIWZKBr/xtfd4YF0bhuVQtz0mCnU2dcVvW5gPXLsQTwG9\nvu//HoAQ4i2gjeAc/KsVvua9wHONx88D9wELhfg24J/7vu8LIcpCiETj53/V931XCHEQ2Nh47huN\n33kJ2AssdOubEEJ8BfgKQH9//8XfviVoien85lObeOHELM8emWG+ajJVrPPvv3uMT2zr4u3hHIcm\niliuh96wAlpuxycZVpFEMK71gfUdMT60oZ0v37cKw3GJh5QVxeAmIyq/cP8qTOfK3Lmbjc5kiEc2\ntHN8qkRYk/j4jh7OzVca4Qg+a9uivDWcR5HhOqao+D7UGh3JmZLBK0NZLMejbAQ2TAspXC+emKVq\nukwWDDZ3Je6IEJSV4NhUiQ2dN+bms6s/RTqi8tyxmfcL8SWgULP467fGMB2XJ7Z20Z0KkQ6rTDvm\niqc6AvjgujbOzVfQVYmNnXE2diV5aH1Aobha8NRsyeDQeJE17TFWtUaxGtMhz/dxruBhfr1QZIkv\n7OvnEzu6SYZVDMflq68NUzUdntwWhG0U6zYHRvNMFGooskS2ZlO3HKwVjLQ9glF2KqKxrSfFfMXk\nS/cO3Pg/7A5FJqYR0WRqlntVjdTCe7++I8ZrQ/NXsrC/KlQJBloixEMq740XmC0HlKtD44VgsiFJ\nV7XQdNwg48F2PYbnq9wzmCHc8MG3HK/ZdLFWQly/DIQQTUvhxTAdl7/dP0auavGRjR1s7QkmNu+N\nFcjENIr1oOCrml5QQDf+9oXMipXAJ7BYTUd15isWtuGTDmtoDRvSiKbQnQ7x1LZuNEWiNx3m5VNz\n9KYjpCMqT2zt5J5V6WUbCCwgrMr8wgOD6IrcPOfLhb1oqh9YjFZ5/vgMx6ZKFGs2uirx5fsG2D+c\n5/BkgbmSQcXyV3TOXAJa7kTBIKIpSD4osoyPR38mTM3yeO1Mlm09CcqGxZ++OoXrw+nZCvevaSUd\nVelORW5rEQ7XLsT/JfD5RV9rBJSSKAE15OsreM0UcLbxuAhsWfQ92T/vlVNs/GwKKC3huUvg+/4f\nAX8EsGfPntvW/2iLh/j8Pf2sbonyBz86S9V08H2fZ45NUzGCzkxIkZAFFFcg1JyvWHxofWswqopq\ntMR0XC8ILHlwXSue52M7Ls8dn6VQs9i3KsNAS3RJO+awtvIL8mrIVkyeOzZDLKTw0S2dFzijXAxJ\nCrjIfekoGzriuL5Hf9rnZ/f18+/+4ThtcZ35koF9HbKFxbd0IQIjuGRYIR5S+fXH1rO+MQbtSoYZ\nmq3QkdDv2iLcsF1OTJf4pw9euzu1FCiyxCMb23nh+CyO612XHeJPAubKZlP0N1Go8eimTk5Mlpgu\nL90e7mIkwwrbepK4no/jBXHdn9zZvaT34vtHp8lWLI5PlfiVD61hR2+K4WyVLd2JZdlyXgklw6ZY\ns+lNhy9Y8FRZao6Bp4tGM312aLbK2vY4+arZ4HZK2K5HtmpdkjS8FKgS6IogFdF5dGM723qSvHom\ne3e5DVwnQorEQ+taSYTVqzpofWhDO47n8ezRMtnq0u0hFyMWUmiNB4K4j23pQpWDfIaPbOpAEoK/\nfGuU+bLJB9e3XTZIqDMZ4oltnXzt7TFmygbfODDOzzY2TX2ZCB/d0knJsPlA/41xPjNsl2eOTuN6\nPo9v6Ww2XbIVi+yC09p8ha0N6tRgS5Rsw2Y4HlIoNj63PkFHWfL8K/qrXwtRPehQJ8IqjudTNx16\nMxHiIYVkROOjWzqbNArH9ZgtmWzuTrJnII1oaJcWJ5iuBFdrunmez7PHZshVLT68qf2y9MxtPUmc\nRmd/c1eCiUKdmVK96YRgOS6/94MhJCECS0FpOWbNl4fvB8yAh9a388PT8+D7ZKI6qixRNR3iIZVc\nzcL3A02A2QiS2tGb4NO7br+N5rUKcc33/bFFX7/i+34WyAohVspmLwILc/0EsDgNZPF1v/C9hZ83\nLvPcws8NrfBYbin2rm5hQ1eC3//BEKPZGp7vU6w7bO1J0JcJ88MTsytSp1uuzzsjBUKqzJm5CvGw\nyqd29jBZqDNRqPPtdyeomsHobLJQ59WhLA+ua+Xz9/QteSfoej7j+RotMb15o7oevDtaYKpoQBE2\ndlabcbMQXOwvnZylWLdZ1RLl4HgBRQpcDr762jnmyibJsEqxbvPOaC6wMbsBY0EIeKSqBMKHubLF\nrz++nkc3nefGP7Wti2zVIn2TooNvBY5NlbBd/4amSj62qYNvHZjg7eH8j6Wt20pxdq7CfCUIzVro\nAK5qjbKpK07FdNnQEed3nzvF8enKiqkSYVXwvz+xiZAqIUmCe1dnCKsyzx2b4UMb2q+5kY5qClks\nwpqMLAQvnpzFsD0OjhW5b831iRIrpsNfvDGCaXvcM5jhwXWX/nuj2Rpn56q0xjQ8n+bncqAlcDT5\n0al5KqZNyViZSFORJVrjIe4ZTPPE1i7+zbePUDUdjkwU+eOf23Pbu2G3As8dm+HEdJmIJvPzjY4n\nwCun55kq1nloXRupiErZsHE8nyOTJeorFMUWag6HxouYtstXHl7D//bYhub35ism840O+Zm5yhUT\nPTd2JmhPhKhbLpWL3vfNl7HTux6cmC6fT9sdL3LfmhbyVYv5SqCzODxRoi8TZrJQpzsV5pM7u9nR\nl8LzfOYrJp7vk6/alA0LTZHJLiMR+2J4fuAHPpGvkwgrdCfDfHpXNyXD4eR0me8fmeLQeIHP7u7l\n4HiRF0/MMFU0mC8bPLm9e2mv0Simp4t1HtnYzkDL0ku5iUKd41NBD/Tt4Rwfb7xmvmohy4JESEWS\nxAXv69n5KmO5OrUGHc/zwbAvJJdJrHyKIAgoNpmYxqbuJOOFOsON+mpte4xPbO9i92Ca7x2e5sRU\nCdsL2AdjuTqWy1WbgMuF6biM5Wp0JcPLyqq51k9ecJX4vv+ri75cqfz5deCXga8BHwH+dNH3Dgkh\n7gMOAQnf90tCiNeBDwshvgbsBE40/o0PA28BjwB/vcJjueVIhlX+9RObmC0Z/N/PnmSmZJKJarRG\ndQrLSNO8GLIEFSuIedUVmVREZbA1wtBMuTnOsxyPYt2hJxVmumhgOktP2Hvu2AzHp0rEdIUv3z+4\n4uNcwEBLYLkUUiXaL9pVj+ZqHBoP+IyvnZmnJxWMOTuSOoYV2ExpssT+4RyW6+N6wdh5pZAABE37\nwprlMZ6vEW2I3R7f0tnsEkiSoC0edAmXE3F/J+G90WDve6M6ShBYVumKxPcOT71fiDeQq1p85+Ak\nvh883rsqw3i+xtr2GB/b2kXdcvnmgTHeGc4vK0l3MQRByt3zx2cwHI8NHTHeGclTNhwGWiIkIyr3\nX6OY/viOIPSiKxlCkkTznqApl6bmLRc108FsUElytUs5vbbr8ffvTeB4Pq0x7YJ7ixCC3/r0dqaL\ndf7f507x7XcnMFYgHLTdwHpUEoLnj89wYqqE6bisbr17fa2Xi5IRfL7qtovt+uhKEGG+YF33w1Oz\nlOpBKmOualG3XKTrmDC6rkeh5lwydWiJamztSTJZqLP3GhaaH9/exYmp8jUF5bmqRc1yVpyV0Z0M\nocoCzw/44pbjNZ2HJgp1etJhvnVggjOzVT64vo29qzKsao3yPz2yhv3DOYbnK/zt22PULK8p+l8p\nworEuWwVGcjXbD67u4UdfWn+60tDPHtkGiFg90CGj2zuIKIFjbf5ssmfvT5CVFd5eMO1y7L5itks\npvcP55dViLfENOIhhYrpND32h2bLPH1oClkIfmpPL+mo1tzoAcyVDebKJhFNxnA8JN+/JCfles6a\nKkM8pBDTVE7PlhlsiTJdMjjdCEeL6jKzFRNdkbhvTSsHxwvIQrC2PcqD627sWvX3700ykQ8sjn/h\ngcEl/961CvE3hRC/5Pv+Hy9+UgjxywRF8LLh+/4BIYQhhHgZeM/3/beEEP+f7/u/BvxfwH8HwsC/\na/zKnxC4pvwa8Ee+71tCiH8APiOEeAX4nu/7Uys5ltuJkVyV49NlBMEILFcxca5jOhPRFDa2RCnU\nbD66pQPL9Xl1KMtgS8Ad01WZJ7d1Mpqrc2SiyNr22LJirguNRbRqOYGd0jLw9nCOkWyNe1dnmjfL\ndR1xfikdRpGkC8RZEAhFFFnguD6r22KYthd04Ruq6GLdZkNnjFPT5Waox0LS1nIhCG4Ckh9EYIdU\nORC/2kFggiKLS44PggSuF47P0pHQ+ezu3ruKjvHeWIHOK/i4rxRRXeEjmzv47uEp/u0nNt/QLsPd\nCkmAQOAT8Ee/tn+MuuVyYqpMbzrMm+dynJmt4OOjrNCr2ScoNIdmK4Q1mVFFIqJJVMxg5L4UMa6u\nyKxfZN/38e1dnJmr0Ju6NDVvuWhPhPjg+jZmS8ZlN2iSEKiKxOR89ZJQnwOjeb75zjh9mQipqEZn\nMsRwrr7sY/D8oBAdminz5tks2YqBj8ByA6HWnRR2drPw4U0dvDOSpz8TaU40EyGVeEihbDikIhqT\nBYO5skG+ZrOlO8FkwWBorrxs7Y2mCDJRjV99dM0lTRYhxJLdt3rTkWu+N47n8xdvjOB6Pg9vaFty\nSNV00WCmkaPQngjxiw+txvN9IprSFFJDYHdpOUF8vCILzsxV2D+SYyJfDwpSw+GlkzPMVoKNjnt9\nDAtsz8dxfDRNpisRoj8TwXI9jkwUKdQtHA/yNYujk0W6kmEeWNvGM0enmo2pvasy15yApSIarTGN\nbNVizTLTtSOawsauOCPZWtMCdbZkBpQPy+Gv3xoFBHsG002ryg+tb2+4n/mkIxqm4zFTMqgtqsZl\nlk5OuVjQrsgSIVVBVSTqViDWnCoY2K7PdNFkJFejNxUhmdL4+PZuPndPHyFZIhFRb7gr1ML0pmY5\nyxrSX6sQ/1+BbwshvggcaDy3G9CBTy37KBtYbFnY+PrXGv8fBx696HslApeUxc/ZwJdW+vq3G1XT\n4ZXTWfrTYaaKBsmwSr5qrtgyQQCr2mL8x09vZ7Zs0JMO82evjQDBIvTzD5x3mtzWo7GtJ3mFf+nK\neHRTO+8M5+lbdCNfCkqGzSun54GgI//FfedFs5cTkJ6YLvH9I9PIkuAzu3vpTYV5b6zAiydmmSrW\nSEU0FFmiUHOo225THLMSS9KQEkwPAhcWwe7BNB/e2MEzx2ZwXI9UROOfPbK2eZwzJYMXjs+SiaqU\njIDqM1U0yNWs6+bl3Uq8N1a4obSUBXxqZw/fPTTFy6fn3g/3IVjwPrO7h/mKxfr2GENzgQ2a5Xqc\nmasAPj4+HYkQuaqFJKBsuMvuDlmOT8V02NGXJBXR2NSVQFdkdg+k6FtBoFdIldnSvfx7xJVwJfoB\nBCPlvlSY0WyNct0hWzFpienMV0z+w9PHmCkZmLaLJAlK9ZVRJTRZIhFSqVouNcvFJ+iOpyIq7k+I\ndUprTOejWzoveC6kyvzsfQNUTRdNkRjL1Tg4bmBYHlFdomI6yy4sFRE4jfyPD67iUx+4+dxb1/Ob\n72GxtrSpUsV0+Pr+MRzPZ6JQ58ltXRc0pUKqzP+wo5vRXI1tPQlcH05Nl8nXbEKqxMGxAqO5GuCT\nCGkUlvi614IqBenYLTGNnlSY3YMZHt7QhipL7OxLka9ahFSZ9oTOgZECQhT4wt5+wmoQfNeTDqNf\npml0MTRF4kv7Bq4qmIXLT3zzVYu3z+WBgNb0uXv62Nmf4tBEkaHZCoWaxbbeJKdmKs1C/Ox8lR19\nKUzbY2dfirJh88cvn2VkvtYsvpdyFepKEMaYq1oUaoF+QZUF7dEQn9zVw5q2KEOzFY5PlRrXtsLu\ngQxbuhNkqwE98EpuZ7Nlg+ePzZKOqDy+pXPFDYgntnVyZKLEuvbYsqblV62ofN+fBe4XQjzKeVHl\nd33ff3FFR/k+gCDBKRPVoD3OvatbeOX0HNMlI7B8WkFFuao1ws/uG+DtkRynZyr0ZyJ8eFN7MP5b\ndWNGL+3xEE+swBEjrAY0mULNpit17WJ1LFfH9wPlvOV4SJIgqivIUiC2miyaVE2X/kwYx41wLlvF\ns9xldcMFEFKC6HpNlcjIKpIQ7B1s4RceXE1HIsTJmaBo6lxk27h/OM9MKeik7B5IU6hZdCbDK7Z5\nuh2YLRmM5mp8adGG6Ebh4fUBz/Tb706+X4g3sLirt703yatD82zoiCPLgt999iSFmo0sBLoqYztL\nsy0VBIuSLASW56NKEpu6EnQmw+iKzJ7BDGtW6P97O6CpMm1xHSHA9X1mywbffGeciunguB5VyyWi\nyViut+xehSKC4iaiKfSkQwy0RpnI1+lKhPjlh1ff8pTlOw26InNkosifvHyOYt0mFVapGGZgEymJ\nJQtag4h2geOD6frUretsDS8RuiJx7+oWKqZzifXgleD5flOPcSXx72BrlMFFoS6tawPLy+8cnKBY\nt6kYNoos4bgmYVXGcR2Wq88UBNHtqhQ4lMVCKqmwyvr2GKmoTjqiNSeLv/LwGh7f3EkspHByqsSR\nyRKyCFIqv7hvgJJhE9WUJRd/kiQISVcuws/MVfjeoSkSYZWfvqevWbBHdYVEWKVUP7+eRzSFwZYo\ndctlJFtFlgKHlwWEVYmJfJ2zcxXeOpfFcn1K9fNCYHkJ02yZYIMX1WWe3DbAPx6exHA88AUPrW9B\nlkTArS/UiWgKXckwsiT4Fx/dQDqqXZNG+s6itX1TV+KC9345WGka6ZJam43C+/3i+wbBdn12DaRI\nhFReG5rn6FQZzws+sEstxBUBCOhKhPiDn9nDuo4Yf/DDwIxmPF/n07t6lpSsdbOhyhJf3NdPqe7Q\nGru2pdLugTS5qkm+YU8IgZVWxWwjXzMJxlsqo7kabXGNUCN9c658dWdhVWrE1suCqu1TdwDHJaor\npBoisYUz/+D6NmRZovWiQJPB1ginZ8vEdIU9g+kL/G3vFrzeSMC8Fm94JdAUiSe3dfF3BwJx8HLE\nKj8JODReRFdk3hrO8fD6NiQRbDJdzycRUpivWNcsNFVJMNASIqSqGLZL1XJZ3xHjKx9cQ0ci4Lou\nh/N5J+Chda0kQgotMY32eIjvH5nCsD229yYZy9WRhc/p2SqtUbVJAVjAtc5XTJdpjenIEkhC4hM7\nupgpGcR0hZeHspydr/HZ3b13pdZjpVgIW1nboCU8f2yWXNXCdFx0RdAS07AcFx8ZVRG416gwJQHd\nyTAhVWKmZNKRDJGr2k1Kx83GcjUpiZDKJ3d2M1U02NG39MnPy6fn+MHJOcKaTH9LlFLdZqJQx1hk\nqbgYMufTmy93BsOqxOq2GKtaI+weyJCv2QxnKxyfLvPgOp17F20sQqrcFKl2J0P0pCO0xrRmgNqN\nDlI7NV3G8XxyVYuposGqRmGqKRI/c2+wni9opQD2DKYp1W3WtscoGzZvD+doT+i0x0O0xHRSERWf\nwOFNlQWW6xNWBYa9tN2LJEEiohLVVda1x3g9qlO3HHwEI7k6YwWD98bybOpMNCcI+1a3NF2ZrnV9\nD7REOdkIF1v8d90qvL9S3kL4vs90yeD7R6Yp1GzSEZXZsonnB0NqXVWQcJbUFVNlQUhVyEQ1Ts+W\naYvr5GsWxyeL7F3VQtVyb4i7yY2Arsi0xZfGR89ENfozUSYLQfx1RJPpy0TYPZDGdj3GcnWmioH4\nYyLv4Xgerhvc8BcU2YuhSIEva0hVyMRUUmGN185kmzfGVFjloXWtTBdNTk6XeebIFIbj4no+EvDD\nk3Os7YjRkwqzpTvJqtYoqizdtRzo1xSEBeEAACAASURBVM8E6a432nlgAZ/a2cNfvTnKs8em+Se3\nYDR9J8J2PQo1m9aYdoEjR0cixFiuRmciRH8mSOgLHHiC+PmqmadiXKvj6xPRNO4ZTDOcq/GRjW20\nxUO0xfVmYXW3IaTK7FuUWDnQEuXEdJk1bTFMJ7BoW98Rx3Jd8rViEHLSwMKjiwtyWUBLRKUjGSYW\nUhtdUJ9HNrTj4/Mfnj7e0Lr4mI53Uyxa70QcnwqofwBPbutiQ2ecjV1xZkoGYU3mM7t6eHUoS0tU\n49R0mXhIxqxcPXSlNaYx2BqhMxHi6GSRQt3hxHSJmuWgKbcnf+JauLjjfTVMFevMly1OzZbJNyzw\n9q5KM1EwmK+YRHUFywkC5xr9MWQ5iFxPh5XGVMe7pGO+pi2CrspUTJfudJhS3ebd0SK6IvHaUJa1\nbTGKhk1UV+lrhA6JRvLmzbp/L2Bbb5KJQp1UJKDJLMbl1vPWmM7n7um7IMzn2GSJ9g0hkmG1Ma0r\nEValZtJqqQ7gYdjXnnSFNJm65ZEKqxyeKNAe15kq+twzmObd0TyJsIrt+IzmazyxpYvV7VHG8zXa\n43qzITQ0W2G2ZLCzP3UJLXZzd4LB1shtW9vvjErtJwSvDM2zfzjPkYkiGzvj1GyXRza2cWqmzFi2\nymTRWFIRrskQD2k4vke2avOtA+NAwOmyXJ+RXI0fnZq7a8NVFlv7L+40qLLEF/b28+a5eQ6OFcia\nDrbjIUsCXRbEdZVs9bybuCpAU2Q0RUIInwfWtCJJgrcbbisRVeLjO7qZLZkcniiiyYL/9MxJdEWi\nbDrBmLAzwarWKL/8wdUosrSiYKQ7Ca+dybJvdct1i/CuhD0DaXpSYb797uRPZCE+kq3y/SPT1CyX\nzd2JC3i5n9rZTbZq0RLV+Mcj0zieh+24nJopMdgSCYSLssDDv6JAzvXh7HyF0VyV1W0xvvraCA+s\nbeXIZInuVPiO2XxfD9KRwEUqE1MxrEBwOpmvk615SOLyy/VCAbQQ3BMPKZRMF7VmsXsgja7KrGqL\nElIlXjo5iyQC94j7Vrf8xBThcGEIzsLjT2zv5oG1raiyxL//zlGqpoMiC6qWTb56dV6+THBfNm03\ncOHSFKjbFOs233hnfElJmncyinWbr+8fJ1e1ON3omO7oTfHLD69GCMHX94/yN2+NIguoNSiSluPi\nuoFotW55GO6lHfOoKqg7PrlanZZoko54iF370rw7VuD0bIWK6fBXb43RnQoxWzLZ0ZdCV+SbXoAv\noDcdWdF715sJEw8pmI7XbAxMlwy29ySoWy4np0scnSxhux5hTaJeDfQffsN33PWDglwWgZuZIksI\nKRDRyhIcny4zmq9hN3Qj4/kakpA4NVNBEtBHhDNzFY5Pl5CEoGw4PLmti3zV4ulDgYNVvmbz1PZL\na6Pbubbf/XftuwhzDf/UwdYI6zpjbOsORq9RXaZoOEiSuCJfKuA1i+aOeCATZqZiYjQiWg+MFFBk\nQViVSUfUu44WcHauwrmGqGPvYIaQKhPVFPpbLuRwKpLgyESZh9a18srpeXK1wGorpCtENQXb86lZ\nLjI+vhAYthuMSGXBc8dmSIQVUpEgLGHvYIazc1VqlkNEk3G8wL0iV7MwbQ/L8djcFbzmj4PX8Hi+\nxmiutixbpeVCkgSf2NHNn7x8lkLNum2JrLcD+4dzvHRilgOjebb1JJkqXOjwochS06mmZNhIkmAs\nX0cAB0aLtERVVEXC98HzXRabE4UUQUvD4tRyPHxFwnICP1xVCkTHyo8JveKNs1nmKiZzFZN717Rw\nfKrEwfECQ7MVXP8yrgmCC7qNuirh+cEYXZUl1nbE+cyuXkKqhBCCZFilJabTnggtye7txwlB2IoH\nCLY0ijpJErTGdF45Ncdb57J4PiRCCuP5Ok7jfF8MCdBUiVQj9Gy+GuhlPrqlgx+cnGs4XN29WQsL\n8LxgkjJdrBPVFXpSYZ7Y1omuyhRqFi+dnCOkKuiqQ086Qr5B5bA8D9Pxm00lQaO4bLgEpSNBDkY8\npKIqgr50mExM59cfX89XXx0mEVLJ1yxkIUiEg7X8VtB8loK65fLmuSypiHaJ6D8RUvmnD67C94PP\n1WzJ4B8aFq7rO4Lk3qimcGyqhO/71Ew3uCYbuRzTxTq2e35T7eMT1VQ6EjpzZQshPFqiYY5NltAU\niYrhsmcww7PHppkvGxyfKtMRD9Hd6OKH1OCcyXKgqXF8H/V6vI5vEu6uau0ugO/7zJRMUhH1EkXy\nps4EVdPlwXWt2I7HX745ymtn5zEa/qNxXSGuK8yVg5AACMZbLkDjIm6N6bTGNBRFYld/itmyRVtM\nIxZSeGxzB1/5YIh8zWb1CsUGtwOm4/L0oSlcL3Ah+Zl7B+hKhtg/nGe6WOe+Na2osmA8XydbMTkz\nV8F2PDJRFU2WyFZN4iGVsK5guz7tcZ1K3QYBdTsQe9Vtj+mSQSaaYLAlyuauBImwiucFE4SPbe0k\nGVEZzET4zsFJ5somrXGdz+7pY01brNlBPjJR5OR0mZ39qbtKEAfwo1OBe80Da288P3wxntrWxR/8\n8AzPHpvhc3v6bupr3Uko1AIBV38mSktM50MbLo3NXsBjmzuoGBYHRvJUGkm72YoFIsgaMBd5mSrA\nzv4ka9sSHJko4rge6zsT7BpIsW9VBiEEbbHQsuxI72T0psO8cTaLKkts7UmSCqt87e3xIEa8scCH\nFAG+jyQCxyRnUSWeDqv0pCNs700y0BLlp/f04iN49tgMtuvx6MZ22mIhorp8Q5JD7yYEYSuXihoP\njuX5s9dHMGwXWRKENBmf84JCsUhDowhY0x5FliR6UmE+tL6No1Ml2uIBDeE3Ht+A7QYBThA4bYw1\n/PPv9IniqZkyuarFzr4UIVUmHdV4fHMHZ2YrTU/xvkykeZ4QQdc8rMjosqBQt5vFtywC1zIBCAkU\nIWhL6OiqzL7BDFMlgzVtMVpiOhE9oLBMFU3uX9PKhs4Yq1qimK7PfNlAkQM++Z2AV4fmOTwR5Hy0\nRDX6Mhc2y6qWy+tnsqQj6gWNtIiu8KFG3sTWviTPH51iqmTgAy0RjfaERsWwKdcddFUCIYioMqoi\nsa49zhNbYlQtB88PLJ+VRkFtux6rWiLMlQ1s16PuuPzMfQNkK1bTljURUvncPX3MlU02dF7Zl/7E\ndImjEyW29SYvsHS92bizr4q7EC+dnOXgWJF4SOHn7hts7mKH56s8c2wa34dMtIVXh+aZK5uUaja2\n6+O6Lq4nMdgSxm0kdoU0JYi9rweelDXbI1+36MlE+NjWDoQQeK5PPKwS0xU2dMZRZam5uNiux98d\nmGCmZPD4ls6rfgBvJ2QhCKkSVfM8r/37R6b54ck5DMdlqmjQm47w8ulZvvPeJI7vozVir03bw/I8\nPASu7yNLMF+2CGsSewbSbO9N8vs/PEPJcFAkuHd1hkQ4sJzSlcCJYddAmi/s7W8WMqvb4uwfybG2\nPXaB4NX1fJ4/PtMYb1l3XSH+/PEZ+jJh1t1kLvHWngS96TDfOzz1E1WI37emBZ9go7N31dUdHDRZ\n4pWhHC1RLQicET6m66NIPlXzwm64A+AHjgAbOuKojXvKtp4U6zpuzaj6VqIlppMMq6iy4KUTs3xt\n/xiz5TqKBEpIwXJd6lbgMHNxbysZkklFNLpSIbpSET6/tx9Vljg8XuTYZBBikolqN0WsfLeiajr8\n7nOnOTdXwWxQ/cp1m75UiLO5OjJQX7TRkQRs7EoyUzSo2y6PbemgYDgcnSiytSfBnkVBPa7n87cN\n//zjUyV++p4b79Z0ozBTMvjuoSCSpGo6fLiRqBzRFNJRjdmSwXTR4OmDk4zl64GYP67z3mgBVYLx\nQg3L8XC8IGDP9QIt10InVggYbInypXsHqFku23uTaLJMJqYRUmWOT5U40ihw2+I6W3tUotD0675T\nsDBtlyVB5DK0rteG5jnauNZ+KtnLp3b2UKjbVEyb333uFPmqxetns4zna9hO0KE+NVPm5KzAclxU\nRWZjVxxZgrG8wYaOGI9saOeJbV04rsfJ6TKFqsVEsc6atiAP5aH1bUwUDDzfpzcVoT0eusRSuGMJ\n2RnPH5sJ/MdLxvuF+N2MBfpJ2Qh8rhcK8ULdbvLECjWLfauCGN3pkkGxZpOvgSxJFA03CACRBLbr\nEdEVIppM3XYRQDKksqM3SaFqc2yqTHtC55EN7Tyy8dLuW7ZiMdEYjx+bKt6xhbgiS3x+bz/TRaOZ\n1pUIBV1BTZYoGza5mkW2YlG1XBRJUHcDQaXj+aRCKp3JEGFNplCzsVyfZFhlrGAghGB1W5xT02VC\nmoyuyMiSwHJdpks2/8tH1pEMa81AHsvxODCap2o6dF500cqSoD0eYqZkXGBreDegZjm8MjTPl/b1\n33SajRCCp7Z18d9ePUexZjfHjj/uiOrKksJK3hnJ8czRGc7NVQGfrmQI1wtEYb4fWJJ5nofVKMZV\nAdmqRchyqdsuOxt80SOTRXbcBD/42w1VPp/uaToehuViuoF4ujOpUzVcpi0DoNm1jagSq9uifHB9\nGyenK7TFQ4znavzZa8OEFJm1HTEUKdis38ggqx8HCIJJbiKsUjRsOpNhhAi6nRXTI1e3WRy3IstS\n4HITTdCfiaArMvuHc5iOx7ujBR7bfF4X4fvnfb6tlSSu3ULIkkAEg5bmelA1HZ49Nt0I3oKoJvPX\nb48S11VWt0VBCHRFQlckDNdvGC94yEIgJB9dkQhrCvg+shTQy05Ml9nVn2Zt+4XrcWtMR5UFjuff\n0evLvasztCd04iHlshOlBUqSIgmijU2MYbv8/g/OMJarcWSyRLFuNylmQgr49I4vUGWJ9rjGrv50\nYE+IxPqOBLoqM5ar8bdvj/LDU3PEQyqpiErVdAK/994kP3ffIMW6xZPbu1f8t3UkQozn63Td4vP/\nfiF+g/Hw+nbePJelNx0huYgjt6U7QaEWWOypskSxbvPl+wf5wr5+pgp1vr5/nOmiQVtC58xMGdut\nossSnakwnXGNs9kasiR4YE0rm7sTvHRijiOTRTIFlYgmX7YQb41pDLREmCmZKwrxuZVIhFQSIZW6\n5eK4Hp/Y0U1rTKNQt9g9kCGmKxiWy9m5Kobjsq4jzpnZMuP5OooseGBtKz99Tz/n5ivMlExePzOP\n5fp0p8KsbY/TntDR5IAH3hLVePHEbMNxpsq9q89fdKO5KufmqwAcHC/y2OYLL8if2tNLvmrRepeN\ntF85PY/leHxk063x935yWxd/+KOzPHd8hs/u/skTbV4Nr5/JMlsyAmu9uM7mrgSTxToLYv2BTJT5\nqsm5+SpV02FjZ5yI3hAuRjXWtMWYq5jsuAPsSW8GetMRPrOrl5rtsLYtxtn5KobtEdIkHt3Ywanp\nMq+fCfQhvgeRkEx3Msy/+OgGXF/wgf40VdNlOFtlJFvj1EyZLd0JntzWxdr22E+UbmEpiOgKv/74\nevYP51AkiXdGC0Q1mfZEKHCPyteYcT1c1yesS9wzmCEVVnF8n0c3tXM2W6VQs3E8D9/3GZ6vMlms\ns6M3RVRX+NQHehier7L5CmEqdwpaY0FKcqFmN4NfpooGVdPlA/1pXN/H9wmSYAt11nfG+UBfGlmS\nmC7W2DWQ5tXTOWYrBtmyie156IrMY5s7qJoOg60R5soWr5/JcnSyRDKsXrCRbovr/PwDq7Adr2m7\ndydCCMFAJnJFD/Z9qzJ0J8PEQkrz79AVia5kiCMTRXpTIVJhhZmS8f+z995RcmX3fefnvVc5h865\nGzkDAwwwkRPI4QwnkBzJFINIy6JFScfetdfpWGtLsmRLWofj3T229hyJFmnKtMUoTiI5M5whh5MD\nMtCIDXSu7q7uyrleuvvHqy6ggUaaAdDxc86cQXdXV7+6deve3/vd3+/7xWWXrWDd4yDgsVPVTD6z\ns42OsIc3Bmbwu2xsbPGztzfCwZEUiYKKUqs9F0Lgdih0hN2YJnRHPezr+2gnsE/vaidVVG97ydpq\nIH6TaQm6+MzO9su+b1dkHtzQxFiqxPcPjDGaLNVNfH7ngT7+5OltfP2N85aDV1mzSi9M6y56Y1sQ\nu83qRH5wQxPrmv28P5iiOeBCqXX//8Gzx/nklpa6mxVYd/W/csfSCYL6Y1lePRXH57Q+mMlilYc3\nNtUNUe7oDjGUKDCcLFlZLSEYS1tWtv2xLF/cJ/Gx9U38/OQUyaJGuqiSK2tsbPHz8IZmRlMlBIKe\nBm+9frF8iTxFS9Dq+i6phpXxuAS7Il9m27wUeKl/Cr/LVn/dt5r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nP2XuCLuJ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\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8b3Ej77fqfX8fOAQc8zzvd1c93gP8RyAA/E+e5z0nhIgCXwVSwB94nvfHt/LZN4LteBhN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\nBaLpeHh+sKrjxbsFddvlm8fn+fbYPHMFA9vz6U03koc9Odkt1m3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r5GoWC8U6ZdNjvmRy\nLateldU7QGXTw3RlyIrl+rxnSwfJiMZQewzT8aiY7l1PxLtV6E5F+JXHRnB9/zLqwmSuhu8H1Bvx\n8yFNBvB8c2yefFXyG28Gl5Y+ibDCJ/b1XhaUEg2p/Mpjw9ief0+PAj++p4/pfJ3n31pgIlcjHtYQ\nAsYzNUzXI6Kp7OlPM18yOHwxx2LZoGJ6V1krCgGe64MAETRuvIDRoPToiqSqzBVNNEW600jHCp/T\nC2UmczVem8gT0VWe2NLBB7Z18Devz9CRCPHwprarhDYP9KUkTzW4fkDNvYqwpvLsnl4msjX2DKx+\nc/jUvn7OLlXY1p1ksWRyaqHMYFuMf/vxXbx0dpn/56ULZCrWDV9r5bMy3ABcjx+dzTDUHqUvHYU0\nPDraxoP9Lbx3awclQ/JXV7ORe2MiT8lwKBkOB4db7wglyPHe2bCUDIewpl42JelriaJXFL7w6DDv\n3dpJdzLCXKFOa0xHVWT3dYWXvBr8gKYYznQ9jk4XSUV0hBBUDRsvgI5EiK50lI7GuH9lSuB6kpKw\nUDJ5cntXM+uhWLf5ypFZPD9gqWy+K0RiV+LIZB5VCNrjIYbbY/zkgoHl+qved65EwDvrZwAUDYcf\nnl1mc0eCh4Za6GuN0hoLsX+olVcuZLnYsEt9dTwnA8Pu4oRmoDXKaFeCUt1mX4N2pKlKM1IeJL0P\nJK2kLRbiIw/20hoP8fvfPcN80SCsKxyZKpCrWZiujyaC5oT1SvhAxXQva7idWa6xVLEwXJ+CYaOr\nCqmYzoVMlbCmsFQ2AWmT2rM7wluzRfrSUfI1G8P2eH0if1+lap5pJIauVyDfnYrQ3xLl2FThhgGG\n9zpuSSURBMGT13pMCHFPdMRXOhtCsK5kON8PeO6teabzdd63rXPDO7CS4fDTi1kcz6dQt5nI1vB8\naRF3rduLUIBVLmpNkV0JRchgllzVJh7SmMrV+N7JRWqWx7buBIc2tXF2scLJ+TIHhls5NHJvjQdv\nFunY1Z/fo5vbsT2fLd0JRjtl6NG3xuZ5bTzHeLaOd3N1eBMK0JeOcXapyn/96SS/9Mhw02VBU9du\nX7hRzBcNvnNikXRU5xN7+27otqKpCrqq4Hg+VdOlbMrJy1LZpGq5uF7AYtlEFRDTFUxndX/zleMm\nGufXyu80pzE+6JpCRFdxXMnVCwLZ5anbHvPFOps74hydKjDameA7J5Y4OpUnpCqMdMSp2y5LZYvB\n1mjzPX/wgfu7wNncmbgu57gjEebcUpWjUwVOzZdQFYWvH5slFdH5Ly+PM1801ny+guyQzxXq/Oz+\ndvYNtvDJff2cmC/zl4en2NqVWLVw/OmFLMemC1RMl/du7byl/uPXQzys8czuHqZydQ4MX03P+vmD\nA2QqFhPZGn/68jj5qs14tkbFdGmNh6jk6td9/iuLH7fBI1WEwPYC/ACqlscvP9DNl4/MoquCb7w5\nx8/uH6BkOMwXZdFzdrHSLMRXbDxBdjTvNxTrNhXTvczW8koEgOX5tERDdCTCxEIaNdtjPeEHfgCW\n41OxHDJVm2f39rFnoAXH89nSGaczGaZquTw02HrXaVKaqtwwpXHPQAtt8RDjmRqFuo0QghdOLxEL\nqWiKIBXRSYZUara0uFzZJ2oCnFUO35VTb3+Fcip9ipkp1OnyImSrFrGQRkizuLhc5dBIG0II9gy0\nYDp+o4Of4uhUgUMjl7sB5Ws28bB6T/q4n1ksM9oZ39B7OzjSyqvjuXuCarcR3JaWnpBH5GeAXwSe\nBe76nTWiq3zu0CCaKpppgmtBxXKZyEoB4Mn50roLccN2+f3vnaVsOERDKm3xEGcWylRNV/KXG4EJ\nqy171+qU2z7EdUE0rNEWD/PYaDt12+Mbb86Rq9p4QcCZxTLnl6oU6rZcbB3/vi3EV8Omjji96Qgv\nnFni6GSBU/NlpnI1vntigfpqq+AN4AOLZZOQplAxXbJV67o3sI1iuWKyUDTZ3rO6iGlstkjZcCgb\nDrOF+k2Jy/pbomiqYCZfQ1EEO3p02uKhBu9RIRZSGWyNcTFTQVPgej3YAHmjiGryBrLCo1eAUt2W\nN2sEgS8L+pAaYDoe//D2EqOdcTRVkKla1GyXZEQjpCp0xEP8zWvTVEyXLV2JVfn2QRCQqVikY/qa\nFuwLyxVcP2B7d/KWLNCeH/CD00tUTZendnZtKERiPFPlG8fnsByXWEgnoivMFgym8zXyNWvVIvxa\na8KVMOyAi5kq79vaiaYqHJsqYNgeY7MlntjScdW5dWqhTG86Slcy4DP7++/oBnNHT+qa/NCwptLf\nEuVrR+cYz9SYyNawXZ9YWKVkuGvfqASShhIPq4R1BccLaIuH6EzIkC7HCzgyVeBn9w/QGguxvSfJ\nbKHOQ0PvrPMdiTAfe7CXTNW678SaxbrNX706heMFPD7afk3HjXhI431bOwlpUnf04/NZNEXBuqme\n+DtQkfqbTR0xDMcnWzE5PJ6jbDg8P7bA1u4E/+fP7iamqyjK3aX4OJ7fNFF4ZlfvVbqq2UKdTMWi\nWHeYydfJ1WyOTsEn9/VRNhyKdRtFCFRVMF82SYQ1HM+XIVu8Q/O7WXg++I6ccJuORzqq4/kBputd\ndj5+9MFentzeydeOznF+ucLWrsRl2Rk/vZjltfE8qajOFx4duueK8dMLlVU34WvBgeFWvnl8nrmi\ncV8nN9/SQlwI8Siy+P4U0Ab8z8C/upWvsRH0tUTX/bepiMa27iSTuRp7rzFyvhm8Op7n1LzkRj3Q\nl2q4dyhN3nM4pOLZXjPE42YhFEFbTCcV1nh9Ikd7PEwqolG3XTRVkI7qclxYd1gsm2zuDFblQJ6Y\nK3FmscJDQy33lVButlDnd74+xkLRJKwpLJQMinX3poqX1aA1+OGOH7CjJ7mhc+dGCAL4ypFZbNdn\nMlfjk/uuFvht7U5yfqlKIqLRm76596IogtZ4iHhEo1h36E6FeXxLO98eW+DicpVYWGVzR5z3jrbx\nt0dmeXOmeJlw9ar3CTgeqKpo8u09INfgMqvIG4/kjQoM22W2UEdXBe2JMIWaza6+JHN5g4Wywdff\nnEVTZGe82OBnXopMxeI//eNZMhWLx0bb+dUnNt2UtsNyfb711gIgucjXooisBRPZavO6PTJZ2FDX\nvtjYTAUBPLWjhd6WCBXLxVzyr1lt3/R5LODN6SLT+VOENIWdvSl+cHqRQt3h+bfm+fi+vstuyAca\nUdHbupOE9XfcIk7Ol+hIhG/r5vNGEEKwvSfJmUWZeBvWpGXrUvH63fDVYPtSHOp4Pi1Rnd6WCMtl\nmz988QIVwyWiy8IT5HXz0Qd7V32erd1Jtnbffx7OVcttdvEL9auvtRU8tbOL4zMldvYm2dWXpmw4\n/M3r01zI1Nb2go3prFAEtudzerHCTKFOOio31NO5Olu6Ejw+2sFqZfhUrkax7jTvkbcTiyWTmXwd\n2/V47q15fvnR4ebUdals8tWjs5xfquL60ou+PRFiT38L0ZBKRyJMpmxSc3ziZY35kkHNbHS1ufkN\n9ArcQDY3pAuN5Jdv6Upiux6diTBjMyUuZmps606ypSvBmzNFMlWLeFglpAm+c2KR927tIBnRm85c\nZcOharqEE/dOIV42HeaKBr/06MYyJlYK+aNThf9eiAsh/gPw88A08CXg3wFHgiD4i1vx/PcChBB8\nbM/qi/Na0JEIM9gaI1+3ec+Wdo5NF9FVgesHxEIaliNTC801bqPrlkeuajfCWRS6Uw47elO0J8LN\neOLBtiitMZ18zUZVFFzfR73Ex9XzA144vYwfBBRq9mWFeM1yObVQpr8leluL0vXihTNLTGTq2J6H\n7wWUjPUX4VENUrEQqUiID2zr4iNX3JQLNZvvnVxEVQTP7ulbczDIlZBZGNcfeY92JviNJ7egCNbU\n4d3amWBLV5KwqvChB3ooGXIBLBouIc1hbK7EC2csarZDVFevW4iDHLHqyjVuL+KSFEghreEyFYuO\nRJjtPSmmcjVc36doyA7SmcUq+wbSpCI6T69S2J6cL7FYNjFsj/FMFcv1boqXH1yyi3XXMVJfDZ2J\niBS+uj79rRs7/4faYjw02Irlehzc1CZdZc5liYc1TMeh7vjrOncVJPXOdHwWSgb/7fAUf/RL+ykZ\nNqcXKswUDGYLxmXX9UNDrTx0RULfS2eXOTlfRhGCX3l8fdZitwrP7O4hEVb4zy/aeH5Armata8IF\n8hrzg4BEg5pYs1xsTx7r0dY4wxsQX9/rSEd1WmM6IVXhiS3X9p/e0pW8LCzmrblik5u8FngBGI6k\nqKmKguXahFR5/ShCULM9jk4WcNzgqk3tcsXk79+cIwigULdvu5CzMxmmIxnmpTPL9LVE+crRGf75\nezcDclMaBFKTsFi2SIQ12uNhntjaQW86SqHuMNgeZyZfJ1Mx8f2gsZ6vrQC/EiFNIawrzc9trig1\nHC+eXWKkI8GF5Sr/8sktzftG1fI4Pi1NGkINet97tnbwyvksfS3Re84K9uyiTNTcuU7HlBVs704S\nD6kcnSqs2sC6X3CrOuL/HDgH/DHwrSAILCHE/Ueiu00wHa/ZkXxwIM1vfXArYV2hKxlBV1XempF2\nfIslk6rlr3mUBZJKYThyZOs5HqUGjWFbd4LFssVIR5y9Ay0kIzrHZwps7kxcNapSG766iyXzKn/s\n751clEW+KpqL1N3G6xN53pjMUzFlh1FTIB7SURRB7jpdn+tBU6AtHmF3f5Ind/TQk440xZ8rOD5b\n5Nh0galcnYlcjf/lqW0bSshUBPzsQ/3MFOo8eJ2I9JvpBpcMB8+XY3eQUcCKIghpClu6Erw1U8Ry\nAzxfFmu5monrQsmwMa/FfboCIri60xMPKUR1lUJdahxaoxoVU3IlhYAP7eziR+eWmWsEWYU1hYgu\nGGqP88mH+pp0Md8PGM9WSUdDbOlKsLUrwVLZ5CMP9t60ODaiqzy1swvXD9h3C7rhIHUJv/bEJizX\n3zCPOh3T+dieXhJhjZGOOF87Okt/S5SwJnh93CNbvbZbyvWfV0NFTih8X9JO/sM/nObxzW1oimhM\nU25My3tHBxCshxp8S1CqO/hBgO35nF+qMdQeZb5oUjXXd10rQp4XcV3Ddn0KtQAfGazS3xJlqC3O\nwQ2Oye9l/OPJJQp1B00RaNegguSqFpoqi7/pXJ0Xzyzx2ngex1sbLWUFNdPFsBwiuspQQwOyd7CF\nQyNtnJgrS2Gsv8qaE7yzofdvMBoOAvjS69NUTZeP7eldV5Mooqv88qPD2I5H2XRx/aDJOR5si/Gh\nB7opGjYlw2FspsRAW6xJEfm5AwP86Svj1CzpHQ5yklqsX1vrdT0oQFtCpzMRYe9Amql8nfmigeX4\neL58b3NFk454iB+dz7CtK4Htyjnk6YUKjifDhUCKOn/+4L2VF7CCMwsbc0xZgaYq7Btq4cjk/R3s\nc6sK8V7gQ8AvAH8ghPghEBVCaEEQrO+u0oAQ4v8GDgLHgiD4rUt+3gf8FRAB/k0QBD/YyOusF7br\n8/zYPIW6wzO7ewiCgJ9ezDHYGuOx0XYM2+PffesEZcPl2b19PLa5nbLhEHZVupKwoyfJM7t7uLBc\n4QenlghY+41GFbLwGWiLMl+Uiu1YSCVTtdjWneTx0XbCusqWrgRCCJ5JX7uz/3MHBijU7KvSI+81\nHYTpePzg1CKnF8qcnC9TsyTHPhnRUNawBxRAWJMTCSEEggBNFXi+4LsnFrE9n1Ld4ZOX+EEPt8Uo\nGY78PS+gaNjr0h1cisG22IZpAIslky8fmcH3A3b3p9nZl6K/JcqB4VZeOLPMN47PcXQqT1dSJ181\nMW2PXNVDETIx72aP2oo93Erdngir7OhJYTouthdg2i6W6xPSVCq2y7mlKpmaSX9LlFREZ1tXnE/t\nHyCsSdFrIqxx+GKOkuEgkAWkpgi++NgIv/ORnTc1BRjPVHG8gG3dstt7K+goV2Il4fFaqFour5zP\nko7qPLq57ar37PsBpxfK/OOpJUB6f88W6xybLjCdr1OzZLDHem7giZDKzt4UX3xshH//7VMYto/v\nB5xZKMs16JO7iOrqTU1TPrC9k/aEFOutbOjuJOaKBl89MovpeGSrVmOjbZCv2TLZVQF/DecryLCa\nsCbwAp+lsoWmwlBrnHRMoysZoS0e4qcXcnx83+33CS/WbabzUueRCN8Z5yVNlZ+7oohV1/K3Zop8\ne2yBRETjM/sH+MrRGb52dIblirXuzZgXwHTekF3kRJgHuxP8/P5BHhxsYWdvmkzFuozzvIKuVISP\n7+2jWLdveB3bns9iSXbsT86X11WIVy2X547P4/gBu3pT7Btquew62dGT5MRcmemcDD97elc3AsFP\nL2RZqph8en8/3zw2x08umtRsFxEEq3kq3BDxkMpnDw7iej6KIpjK1TFtT+42AuhLR5nKVTEdj8Wi\nwfNvzWO5PgOtUWIhjad3dVM1XSayVXRV3DVnuJvB6cUK6ahOT2pj902QwT5/9OJ5qpZ7x66nW41b\n5ZriAd8FviuECCMFmlFgTgjxQhAEv7ie5234kyeCIHivEOKPhRCHgiB4o/Hw7wC/B7wFPA/clUJ8\nvmgw1VDwj80UKRlO06P5gb4UF5aqTGTl4998a47nx+aZzNVoiejsGWyhWHdYrpjkqyaLRXONkhiJ\n1niI3/vYA7w+mWd3f8Cr43lcP6Bqujw4kGb3dbqsV0JXFbpWuTg+vKuHU/Nl+lujdyURzXS8Js1g\ntlDn4AZC4AAAIABJREFUH8YWeO6tefI1G88LmsetYKxt3xcAphugKxDVVUY74uwfbiWkKxybknaX\ny1dYyW3uTPCvnt7Oy+ezDLRG77pf+0y+Tiykcn65wkLJYDJb4+R8ib7WKP/j+0epmC6vXsxhOC6H\nx/NNrmzN9NZ1w6hfQl9RAE0Izi+VcTyIh1UMW7pULFdMFAQTmSr/01+9yacf6mdLV4LHRjuYyNaZ\nLdR5YksHhZrDq+M5AGzXo257zBUNXpvI8fSunhu+n/FMlW8enwfAdO6eH/GrF3PNsKe+lgjD7XEO\nX8yRqVq8Z0sHRybzzcnS1u4Er17Mka9b5GoOKlA07JvKD1gNNdsjoqscnS6QCOvEQo2uniLoSIQJ\nArmZeXO6wHzR5NHNbdccV0d09a4JuV3PZ2ymiOm4HB7PMZWt43iSDlS1HExHVuCXbgRvBobjEwQ+\nArBdCARMBTUSdY3lss2+oTTPjc1TNB0+e3DgtgrbvnxkhprlcWKuzC8+sjGO7M3iw7t6OLNYoS8d\nuWr9LtUd/vq1KaZydXrTEf7Ly+McvphrePqv7/UEckqrNTbRnQ1P7myja7ylK3Fd27qbtbTTVUFb\nPETVctm+Tu7++aUKS2UT2/U57VSINLjffhCgqQovnlnmhdPLTOdr7BtqJRXReOlchmNTBfwgIFux\nKNbtpl3melGzPb5+dJrhzgTpiM5M0SCuqWRrFqmoTrZikqnYTRvFo5N5WhNhbNdnZ28Ky/E5PlOk\nYrpM5wy2d9+7XvdnFsrs6Lk1QvoDw634ARyfLvKerR03/oN7ELeKI/7bV/woAL4J/B/Avg089aPA\n9xtf/wB4DFgpxB8EfisIgkAIURFCpIIgKF/xvn4d+HWAoaHbs+B1pyK0xnTKpsvW7iTzRYOFkklr\nTCcWUhlqj7GpI85S2aRueRTrNkslC9vxee74XNP/27Q91js6qFsuf3l4im09CdKNtEnPD9jZmySs\nKcwVDfo3yOuOhTQO3qWbc7Zq8XdvzOC4Prbn4/kBx6blKEpThEwb2+AiqGsKmzvjPDzShuMHhFWF\nTR1xWmI6z+y+uhi8V0RbR6cK/PhchtlCnZrl8up4noguiOgaZdPl5XNZutNhzi5VKNRtTNvDdqRf\n+K1iHQQCXE/GiHsN1xTb80lGdOqN1M5Czeb8cpXffno7hZrNt96ShfMr57N86IFudFWGtDyxpYN/\nPLlIZyLMyfky79nacUNKyqW8eufKvPM7iNa4pKxoiiAZ0Vkqm80NhucHvHoxx2zBQAiYzNRYKBlk\nqhaaIqi6/rqL8BWYtsdrF3MU6jaW6zPameCzB/rZO9hKPKxRqNm8dDYjf9fxLvNIvlfw3ZOLnJ4v\nc3axwkS2Rt32UIUkQjmeFAsLsS43PSwXdFUKjEUg00nbVIV4WCWqq2zuCJGtWGSr9obXy+th5Xy9\nk+dqRFfZN9giz8PxHAI4ONKGqgiKhpyAVk0XVREkIxqDrVFmCzWsddo0diR0bDdAVwWPbm5nV3+K\ndDS0JvrPyfkSb8+W2N1/7WaS1DGMbMi+brg9TjSUZ65okI7qHJ3Kc2KuhOX6PLGlA6PhtgMCgaT/\n5Ws2xYZbVM10rsyFWzdKls/ZxQqdibDMvgigNRaibLosFM2GO5WkUNqeT1ssxFzBoDcdYXt3kql8\nnYpZpT0RumeLcN8POLtYuWW0mYeGWhBC3gv/SRfiwGoVyQjwvyGFm+tFCzDe+LoE7LrkMTV4R5VV\navzuZYV4EAR/AvwJwMGDB28L2zEaUvmVx0fwA5rm9Lv70yTCGrqq0JkM87sf28lyWQpQJjI1IrqK\n7we0xkJM5GqoqgyR0Ly1Wx2B7FCeWighCGhNhHhqZxc1SwbOPD+2gBDw+UNDV/G+7xcslmS3wvPl\nGLIrFaYrGSakCuaLJobjsVi+cQDKahBANKTwuYODfObAAN8/tczMUoXFkuQnbu9O0p648+P5m8VK\nGlzJcJjK1fCDAM+XY86uZBgpHRLsG2yhWLf54dkMpuvjb1BMtIKQLtjTn+bcUgXPdwlpAtyAVFhl\noD1Gpe4wX7Zk56ph+RcPa6SjOiXDoa8lSms8xC8/OkLVdulviWJ7Pm/NlGhLhHhtPI/nB7xn69XW\neyvY1p3AdLpwPP8q4eGdxIHhNnrSUWK6QoCcsERDaiMpL0x/axTPD+hJRxjPVBshMsjNixdc5tO+\nVgTIyYgUfPokIxolwyEe1tnUIbuL0dA776ftOud02XQ4s1BhuD1G9y0YHa8FJcNhtmiQq9mENRXP\nCxrx3/I4rcTXrweqAumIRq4mXS02tcd4ZHMHI+1x3r+9gxdOL9ORCNN9m8PPPr2/n/FMjR09d34j\n//ZcicMX5eYwGlLZM9DCUFuMRza3M9Bw71komrxnWyfTuSrnMmt3qFEF9KZjpMIqdddHCMHYbJkH\nelPNz25stihj2wdb2dm3umDvpbMZbNcnW7VuONXdSGe1LR7i19+7mRPzpaZZgfTf1jizWObTDUvL\nT+ztJRHREUJuElbup+cWy5StW7epstyAQsMSsVVTaImFmiL6kCodqRJhlQf60lxcrtIWD8lNq+Px\nsQd7Wa6YtMfvLXHmpZgtGNQaibq3AqmIzvbuJEen71+e+K2ipqxabAsh2pCd7C+t86lLwMpVmgKK\nlzx26Zl/5WN3FEII1EvWgSt5lamITiqi89mDg2SrFqOdCV48I+Np67ZH0bAZaotSrDvMl6x1FUi2\n6zNTkME18wWT3356Oy+eXmKxbBILqViuFHA+d3yOAPjE3r4NeSHfSWztTjCZq2E5Pk/t6OJv3pih\nNx2lryXGzt6Ar785u+bnXLFbTUd19gym+Tcf34UfwFLZwg8CpvN1shWL5YrFyfnyPeu5/sjmNjw/\nYHt3gh+cXkYRJbpTEfYPt/LTizleHc/zux/dwen5Mm/PFqmYDmFVUPev7Vd/IyiNv1MU0IRCoe6g\nawpdKTkm9QOXZFSnXHcIaQr96QgPDqT5+YOyA7tYMnl6VzcRXW1qEdIxvWkZ9uT2LvYNtjKdr/HD\nM7KDGw9rPDa6utuDEKIZunK30d8S5TtvL3BmsUJ/S5RffnSYquXSnYqwpUuexzt7Uvx/P77I23Ol\npoe1CxveGS1XLR5MR/hgf5q5konteJyaL7OtO8nmzgQRXeULjw5TqNkMXMf55dtjCyyWTN6YVPj1\n991ZYfaHdnbz8rksQsBIR4yIpnJxuYJpu0R1QWmdHVqB/GwGWmO8PVfC9QK29aR4cnsnL55ZZqFk\n8Js/s6XpqHI70ZuO3rQF6a1G9JLN7MrXmaqF4/m8MVlgviHU73c95kvra25oigxrCTWKSJkboOL6\nAY4ntQvfeHOO0wtlfnB6mT/4/L5VQ/b6W6JMZGt3xJZOUWRATk8qQlhTeWMyz0S2xv6hVhJhjc2d\ncb7z9gKnFsoslExCmmBXX4rpvHFbBFSW4yMUQbZiIYIAx5d1hKpo7OprIR3T6UxGKBkOihCkojot\nUWlUcLfOrZvF6Wa0/cYcUy7FgeFWnjs+v6ol8/2A28psD4IgLzZGAjoM/A/Al4EPAv/1ksfGhBCP\nAWPAVbSUexHD7XGG2+P8zWvTLJXNhmhIYDheI1Vz/ZZ7XiBHnbma1eR4G46H4/qYSB/xC8sVslXJ\n0Tu7WLlmqMO9hrCm8syuHr5+bI4Xz2TIVCxqlkvdcjm/XKVQu3mBa0iVwq2QplI2pcuM7Urbxgf6\nUjy1s5undnZzYq7I904sEdKUe86uMQgCCnWHVEQjFtKa9l8f3dPHVK6GIgS/9423mS/UsRyPl84s\n8/dvzjKVqzcil4MN1Xw+shiPh1RGuxJcXKo2xK7QngjTG4miqwJFCMK6Sl86wm88uVX63k4XeOls\nBkUIPv/w6qNJISTv03A8FCH99e+GaHC9mG34986XDDn9CgJqlktPOtLsou0bbOGFM0skHY18gze7\nUdhuQKlu8ysf38UrF7JMZutEQ9plXPBEWLuhoGllwRbina9vJ/I1m5fPZ2iPh3l8tI1NHXF0VTr9\nvD6RZ7li4fjvbJ7Xi5Lh8NEH09Rtl1zNRlMEr03kObtYIQD+4e0FPnvoznC27xa290i6ohDyfgTw\n3PF5MhWL8WwNVUDVdHl9Mk9YV6jaa1MtdcQ1LDegann4gZxiPtCXolB12N6dpCMRluE0jocfBEQ0\nhbmCQar36kL8E3v7KBoOLZe4FPl+wA/PLlMxXT6wff1x7q9P5JkvGjw+2n6ZJspyfY5NF3mgN9Vc\nV+cLBn/2ygSvnM9IZ5RA0J4IEdc1ZvN1yub6XGVWg0A6/GiqwG9YQM4UTDRVaj260lHiYQ3Pl45C\n//YTD5CtOmztSqCsowA1bI/D41kSYZ1DI3dmmnhmoYIQNIX1twIHhlv569emOb9cuWZI2L2M21qI\nCyGeBNY9LwiC4JgQwhRCvAwcD4LgdSHEfw6C4DeB3wf+EikK/d9vzTu+M6hasnAs1h2SEQ0C8H1v\nw57HIU0lGdHIVS1mC3VURdovrXAqR9rjHAkVCOCmkhnvJRTq0v96uWI14qp1DEdy7tdy1DoTYXrS\nEabyBsmIRncywmzB4C8OT3JwuJXf+uA2AHb3tzSP0c3a5t0pfO/kEqcXyvSkI3z+0OBlY9nh9jgn\n5kqIhldvyHQwXY/5oonr+0Q0lURYp2g4G+Iki4YdnOdJbvRs0UQANdMh2aLzQF+K/UOt1G2XZ3b1\n0N/oapVNqYTwg0B2iq/zGv0tUb7w6BCuH9xxisRG8P7tnRybKrCjN8Vsoc433pxHEfDZQ4PNf8eT\nO7o4PJ5jvmDw9lyRpfLqiZprga7CA/1pFssmFdPFDwL2D6fXbLf47N4+zi6WGWyL3RGe6eGLOcYz\nNcYzNTZ1xtk31EJIU1iumBRr7whYN3K+ysJeZaQ9Tt32OLtYIV+z+cz+AU7MlUmE1TvSDb8XMHKF\nX3pYV1EaAWYRTSEWVpnI1qhZa1ctVSyfZESVa3IAu3rTVE2X7nSE+ZJBEAR85cgMEV2lLx3lkdF2\nNl3Dv11RxFUb8MlcjbFZafcbX6dDRr5m85MLWUA2JX7uEq3E82MLmI7HeLbKb3xgC4bt8bdHpnl1\nPEfNcjFsHyFgqSQ9wyvXsdO80cRR4fKxvqShK6gK7OhOcjFTIwhcSXsVAkWRCdI9qUij6yvoSETY\n1beRgMFc0z658zZTslZwaqHEpo74Lb2vHhyWE+sjk4V/uoW4EOJtrj7n2oB54Isbee5LLQsb3/9m\n4/+zwM9s5LlvB2zX5/WJPCFN4dBIK0IIZvJ1zi5WmnZyH9vTx+n5MkIgY4ddHzWkogkfdx08UQFE\ndCkQ2zPQgh/AdL7OB7Z3EdVVBlqjzQVtZdR8K9TKtwuG7fH1N2cxHZ/PHhwgGdFJR7RmyMFopxSl\nWo7XjFm/2Xv0+7Z1oCoKmqoSCyuMtMU5u1RtUCoCLixXGM/UeGio9Y4tTGuB6XjMFiRvc6ls4vpS\nEHUphttjJCIaYU1FCJlQmYiouL7P9u4EiajO2ExxVYeZm6WraKrAdKQzSkhT0BrnUyIaYrRT+n//\n7EP9V/G6H9nUhh8ExEMam28iQOVeC6K4GWzrTrKtIeQ9fDGHH0g/7sWSSboRuKGrCv/6wzt4e67E\nX786xfdPL1FfY/dRBWh0rTVVYWdfiqd29tDRELpWLYc/e3mSRFhfk5VZIqxxYPjWUbEOX8yxXDF5\nz5YO2hsiNMf3m84k3akw55YqRHSVdFTnw7t6+NDObv7whfOMdiV4e760ITGcpsiUx8HWKO/b1kki\notMSC9HfGuXxLR0MtsXIVC12XYOr/G7HR3b3cGxKNmgyFZOJTJ2S4RANKZju2s5Jx/XpjMdoiekE\nCDZ3xhjP1mmNyXXB8QIWSibJiE5/a4zPHxritfEcJ+fLPDTUckONR3s8TFhXsBz/pjzxV0MspJII\na1Qth9bYO5svzw+YztdYLJlNKmLFdBAItnQmmMkbtCekWUDV8tA1hbZ4mMXK6hOtG62lQkBME9he\ngOuD70NYB1VV2NSR4OHN7RydLJCOavSkIrw1W+LViznJ62+XvP6uDd6jUlFZAipC3DHrv1ML5Q2l\nk6+GwbYoHYkwx6YKfOHRuxtCth7cqiP/7BXfB0AuCII15uLe/zg6VeCNyTwg+cfbe5J8a2wey/E5\nu1ThwHArbfEQH9jeyZ+9Mk7NlOlufgDJiIbf6PBaa1j/FAF7B1r4d5/YzcmFMm7DR/rH5zKcnC9T\nqDuMNtLS7uUCfAXPvTXPn78ygSIE2arJSHucxZKJH9B0MXn1Qo6xmSL1NXhG9acj7Bls4ztvLxDS\nFB4ZaefgSBul16fpTIb5pUeG+dLrM/hBQKZq8UuP3P0L+vxShVzNZt9gC2OzJX5yIYuqCHrSYXb0\nvBP/fGnoUDKis3+ohRNzJQgEx2dK+A3qyHTBIFyxcPygyfVe2cxc6kahisb3/uqbHIEs2Fw/aG4I\nwprCe0bbObSpjW09yVXFlRFd5cnbnJR3L2HPQJrliomqCEzX449fukhnMsznDg3iBwGW6wEBMV3B\nsL01TXdUpdHF1FVGu+L85lPbeO/WTlzPpyMRYqFo4PkyzKUnFbkrm5pLnWNA2uh96fVpSobD0w/0\nMNoVZ0tXgqH2GImw1uySKYrgwHArJcNmuWKyWLYIgnf0CWupyxUBbYkwsZDGV47M8IXHhnlstL05\nKbgVHv73K757YoHjM0W5OVQU5gomFcuhbnnU1ylArFjSNvfNmSJ/+8YsiYjG41vaeXKHvO7ft62D\nc0tVDo20EgTSbtcPAg6P525YiKdjOv/s8REsx6d1nXS1iK7yy48N89Wjs4zNlvD8gKd39TBXMGiL\nhdAVpcmz7kpFeGy0nc2dcbZ2JZkrGhy+mOX7J5fwg4B9A2km8zUZquNL9y3T9Zvn6PWKcS+QwsyV\nSZgTQEyR8cQLZZOnd/fwL967mURY449/dBFFkexbRZFONBtJHB2bLbJQMnlkUxudiQixsHpVdsjt\nQMlwmMkb/MLDt5YCJoTgwHALR6buT8HmrRJrTt2K53k3YGVXKYTcea/8rGaZHJ8ocmq+zEh7jM8c\n7KdkyCLcC8B0PYyKrL59JB/yWqNYBenQ4jSqJk0RDLXF2d6bYvslAojxrNwHTeZq+H6wLg7Z3cBS\n2cRyfaqWy1ePzrK9O0kspNIaC/HGZIFvjy2QrZiUbpKbpwKjXQkeH21nIlNlW0+SfNVmV3+aNyYL\nDLbGCGkKbfEQsZB6zwQDLFdMnh9bAKQ7SqYqxVOeH/DR3X1NcePhizleHc8x2Bbj0w/1MZ03SEVC\n7Olv4dRCmYgmKJkuluOj4mI60qVHCFmkSN745ZMYP4CuRAjX9cmt0jlXhKAjEaJQt9FVhZAKHckw\nnakIRyYLPPfWAl94dIif2XE98sm7C0EQMJmrk4q8w8uOh7Vm9PKXj8wAckLx3RMLvHgmw2S2StVw\nyK5B5wCNKVhII6QqDLfH+F8/uI3FisVXj87yzO4eHt3czmzBwHZ9TMfbUPLrRpCMaE2nlq5khEzF\nothIvT2zWObv3phmrmjwiX19fGLvO6FZluvxxJYOOhIhfngms5Jpgodc/+Dmpzcr76NqufzofIZC\n3aEjEeZX3zNyz9HO7jQuLFe5sFxluWyiKIKBlijj2RpV01mzdaGC1N8kozphTa7XC0UToxFn/2tP\nyN/rSIRxvIC+lihCCEa74pxfqrK16+ZcNGIhjY36DIQ1hVxDL3UhU+VpoCMZojUeQtcUtl/i6JGp\nWCyUTB7e1EZ3KsxPL2boTkfoToVx/IBYSMN2bDzAv8LcPoDruiFdeogFMtq+ZvlULYf+FpnZ8ReH\nJ7Fdn0c3txPSFPYOtPBoQ99Vs9xGrXHz53GuavHC6WVATljvZDT8Ss7CA7dQqLmCQyNtfO/kEjP5\n+n23sf6nvQrdBjw4kJYq8UtEfj93YIDvn1piMldjuWySqVpEQyo9qTALRY3iJYXOynV5w7CKoJEw\nF8BwR4xUTOOF00s8ub2rWXA/MdrBsekCD/Sl7psiHOBDD3Qxk6/zyvks8bDSVM6fXZSBNZ6/NvpO\nS0ynryVCOhaiZrsoQnqwvj6RR2scl9aY9F39/MODLJUthtvv/oWsKUpTrKhrCo9sauPl81mG22PN\nIhzg3FKFIAh4e7aISsB3Ty3RFg/RGtfpSoap275MaxOykGmPhSjWbRQR4AU+16KCxkIaruaTN94R\nEauCJhVmMldnz0AKTbXY05/ks4eGKBkux6YKOJ7PkckCB4ZaqdkePanIfXUOrgevjud5dTyHpgi+\n8OjwVR27QyNt1K1l+lqinFoocaLBDb+Uhr1yhG50emuKnIKkIxq96SiGGzDZCA47MSet1R7e1EbJ\ncPj0/n6Sd4n/HAtpfPGx/7+9946P7CoP/r/nTh/NSKPe66629/Xueot7B9ONwWDANgTyviT5kfxS\nnDdv3pDwIyENEgIvhJIEQgjBEIqNwTYuuGPvetfr7d6i3tv0Puf3xx3NjrSSVlppNHd2z/fz0Wek\nO9K9j5459znPPecpzfgjeuWYZErSXu1iLBijwePgv17tZjwU42u/Oku9x8n25lJODfr5+RsDuOxm\nXDZT5oExKbMSSRcgg91iYu+KcjpHwxzr9/LUiUEqXDZcdhMf2dOai3/b0IwHY4TiSeo9Dnav0Fen\nEymJXRPs7xwnltATKRcS8jdpFywmwepqN00VRUigb0JPNLwxvRrui8T58cE+UlIy5I9yzcoK9qyo\n4Oa11cvaKE4Iwe4V5Rzt87IlXXHJaTVz354W4kmJI72Idrh7gu+8rK8zRuNJrltVyYn+AMmUpKzI\nhkDitJrwhvUBOtN9O32uyn6QnFw1B71KULHDgjcUJxBJ0u8N47Sa6B0P47Sa2dLo4Y6N57tid4+F\n+NHBXjQBd21vvKA8cThdka2m2D5lJ9xhNWXCe4oXmD+yWI71pR3xHISB3by2mv/vZ8d54tggD+wr\nrPtaOeI5YHoyjNNqZltTKWeHAyAFDqt+E+xsLSORkgx4Q/gjeuOTREqSTKUIzhJyMbkKlJBg1QQb\n6oqpL3MQjCQ52DXBikpX5vobG0rY2GDcNrezsaq6mN+5qZ0im4mT/X5sFkE0KQnGkswWRjubA2M3\nC6pLHOxrryQQTVDpsrGrrZynTwylr+VmQ30JVcX6Cqbbbsmb0zKdsiIrd13VwHgwxpoavUvayio3\n0URyyqr9VS2l/NsLHUQTKb7y7FkCkQRJqdepL7KaSEo9hCGZkrSWF1Fd7ODEgI9IPIlJmPBltZKK\nJSVS6hNrvcfONe2V/MOTbxKOpzBrsGdFBWdHAoRiKZwWDYFgV2sZ25pK2buyklhCr/XeNxGmodTB\nQwd68EcSbKgv4ZZ1l/fq+GTiViIlCcWTTN9kb60oorWiVW8+guTrz54lnkxhNQnsFo1YPEWJw0yZ\ny8K54fCcTpBEYNLAbNb48O5mWiqKON7vI5WSNJTq5fFKnVZKHBYay5z4InGcFlNemnzoK5j6WDVp\ngjs36W3kE8kUK6tcvHhmhOayIg52jbO6xs3hngkOdY+TSEpW17hYX1eMEBCOJtJdXSWhWAqZklM6\nEU9fIbcI0EwajaVO3rOtkW+/3MHwmzHCUT2RNbaQ1pyXCSOBKN/9dRfJlOT61ZVsby5lbY2bL/zy\nFOFYUt+djSf1Mq6pFKF4Eg1BbI6Vj8mVXIfFxOpatx5Dne7q/KHdLUgktSUOpJRoQmRWiCeCMb79\nUicSybu21mequCwXO1vL2Nk6NRfCbNLIbqoq0UPuookULrseire21k04luQtG2s43OPFbbfgC8fT\nq9MCsyaIJVIk5Mz5SxKoK7ESSUgq3XZqim2UFlnZ3OChdzzMY8cGqS228Wb6AWk0GGM4EOVDu6eG\nSvZNhEmm74F+b3iKIx6JJ/nOy50Eogm2NnmmhLE4rWY+uEsvY9q0zCvHx/p9evUX99In37dUFLG6\n2s3jxwaUI66YmcYyJ/fvbSUQSfD1587y6JF+aort3Lm5lquay7CbNf7gh4cZ9EbwhmP6RDPtHGVO\nC60VTk4M+EmlUjisZmpK7HSPhhnyj1Nf6uTeqwu7/NZkVv2RXi8T4Rh2qx7/eqBzAqdFw6xBMpXe\nmjcLQukOSHrbGt3w2c0CoQmq3Hbaq118eHcL+9orCcUS6VVmGPCG8UUS7GorN3RpvHqPY0qXP38k\nznd/3UU4nuTWdTWsqytmfV0JO1rL6B0Pc3Y4gMNqwheOE4gm8IXjtFUW0VjqpMJlZc/KCiZCcc6M\nBDBrEE6kKLKaaa4owmERvHpugoTUnfFzo0E0TaPUacWd0ld+1tcW43Fa6BkPc217JU6riX5vJFMN\nxGrWeGBfK75IHCR88/lzgL69e7mzd2UFZpPQEwHnKHn5iyMDPHqkH00TWIUJu8WEx2HBH0lQVWxj\nc4MHKUc4O3JhMxUNcNk1NGGi1mNnU72HVTVuPE4rH01PPpMri5NNUF48PcKvz41R4bJyz86mC5zx\nyR4EtSX2ZQ3VMJs0Pv329fzotR49gc9m5hvPnWXAGyaRTFFks7C2toQdreU8sK+Neo+d7+/v5pfH\nBukaCxFLpkgkUpnW4tPDAGxWE20VRZQ4rAz69fMXWU1YTXrL9dvWX9gx93LHF46TTCtoMkTIaTNz\n05oq/vOVLho8dkpdNj6wo4kTA36+/MxpukaDs4YBmQCHzUSLx05FiUNvZV9eRCIpaa92s7rGzUP7\nu/n5GwOsqyvmtvU1vPeqRgZ8ESLxBC+d0fOpRgLRZXfE58PGeg8fvaaVQCTJLeuqkUgmQnE0Te9M\nur25jPV1xXzlV2cY9kZIov8vkXRcaQrSu64ys8stSTc1c+px2VsbS3n71vpM9ZiNDR7ODgfY0uih\nezxEU5mTcyNBXjk3xls31WISejfpDfUl9Hv1kKK100I9InF9sQZmtr0lDsuCqyktBcf6fDlNir4/\njowLAAAgAElEQVR1fTVffvo0Y8GYoef16ShHfBnxOK14nFZaKoo4lk6qHPJHaa928/DrfZTYLbw5\nFMBlM+MLJzJdNgVQU2zj+tVVvH9nI3//xEmO9Pgospk42jdBIJrCJAQuq4mH9vdw9YpywzaguRjR\nRIp+b4SRQJTxUBy7xUQ0Ltm7ooISu5lvvdxJ/3gYTRMIberEa0qX1LOYNOxWvbthc3lRpq5ztpNx\n+4baGa5ufIb90Ux1je7xUGaL78Y1VezvGGNbs4eDneOcHQlS4rAwlK5VPxyIkUKwvr6YZBL2d4wx\nFoqRSukZ5w0eBzetqeZ4rx9f2oCPBuKEYl40Ae3Vbm5fX0PXWIhBb5RV1S7qPOmV9USSsdBUY19s\ntxBNJDPlNK+5hNbDiaQ+FirdtmXdtr5UimzmOWPikynJaDBKx2gQp9VMmdOG1SxoLHWSSElGAlE0\nAYe6x9Ot3bmgpGG528oN7ZWsqy/G47SiCcHZkSCb6s1TdHS4Z4K+iTA7W8vpHNMd+pFAjGA0SYlz\nqiP+szf66BgJUeywcP+elmUNIbKYNO7e0YSUkseODtLnjVDqtFHptuOwmtjVVjalocvbN9djNmmc\nGvQz4o1wYtDPaDCORHcKbWZBKK4rLRJPYTZp1JTYeGh/D5qAFZVFeMMJ2ipcPPvmCO/zODIJz1cC\nrRVF7GorIxBJsLO1jEA0wekhP08cG2TAF6XCZWN7cynr6ktYV19C11iI7+/vYiwYJ5K1g2ABLFZd\nb8lkiqFQHEwmLCYTt613c+2qKqxmjUQyxZnhAD3jYSZCMW5bX5Oppx9NJPGlwzIv1jkzX0igrcJF\nhcuWybO4edrO3r72SqxmE8f6fBzuGePxY0OZVXCT0JOqi2wWUlIyEUroZV6jKW5aW8HJQT+nhwN8\n5+VO/uf1KxBCcP2aSmwWvULYDWuq+M7LnXgcFs6NBHm9e4JD3ROEYkneuqmWd26dOb7b47Ry7aoK\nesbD7DZIv5BIPMmpQf+i6r9fjNvW1/BPT53mF0cG+MCuwlmUVI54HtjZWkbHSJCUhK2NpTz8eh8v\nnx1l2B8hGk9iM2m6EUs/VZsF1Jc6uGltNZsaPHz5A9v50lNv8vixIcaDUUyawGLWGPZH8YbjPP/m\nCJsaSjLlwQoJu8XEpvoSDnVPoAlYW+Nma5OH1TVuXjwzQjSexGTSkwUr3Xb8kQSJpJ7YmZCQSKUw\nmQTJpMQbjzPkj7Jnpe4Enh4K0O8Ns6XRY5jwk4XSXF7EmhoXB7u8eEMxfJE4xXYLFS5b5uHiulVV\nPH1yiJ7xMB/ZU8ZjRweo8+iNIDbWe0hJyR0baznR7+P506OMBuJUupMcHfBitZiwJFJoYjJMSrK2\nvpi/v3sLPeNh+r1hvJEYbw6mcFhMHB/wI2DG7neHuibwRxJYzSa84Tgzt+/RE/MOdI7jtlmmhFI9\nemSAM0MBSp0WPrx7eR3EXPDjg710jYWwmASbGzxc017B1qZSnjw+SN94iCeOhZkIJTBpAinTidhC\nrw+elPr/bjdrdE2EiUu4b08z33qxE5tZIxhNcE27PsGNB2OZZKxQLMmeFeU8f3qEprKpuQWTTDpD\nwage0qQtSxufqRzt8zEWjFJkNbG2tphb1lVf0CEvlZIMByJoQtBaXgQSrKMhTFocsyZwWkyE4+fD\nrKwmQZnTgtNq4tSQnrBuMWmYNMGZ4SD1pU4mQnFDlinNFUII9qzQ7WE4luRbL3UwHowxHtJjiT1O\ny5SkyQ9e3UQ8leJQ1zjHB/yMpZOK44BdCL05EHpBgvFQTM99KnFknFazScNlMxOKJShxWOj3hjMV\nSWxmE7cafFfiiWMDHO/347ab+cjuZl7tGMcbjrOvvWLKHDIZ5vL4UTunBgOcHPCTTEGJ08y+lRWY\nNY0+b5gDHXoD8FA8yf4OvWRkMBpk0Bfhbx87SXWxPRMKA/D+nY28fXMdjxzu11fCUyn86V4MZ4eD\nrJijH8j25jK257/wV4YjvV4SKXnRyjiLYX1dMe1VLn5woFs54oq5WV9Xwp+/Q3c4/vOVLga8EfyR\nOMV2K03pBjyhaJxwXN+KLnFa+eQNK7l2VRVC6PXCNzeWcqzPT7XbBnrFIywmwenhAHdsqMFawKs8\n7dXuTALN+rpibl1fw7nhIB0jwcy2KkiK7WZ2tJaSSkmO9fkY9OmrshVuK5rQKHNYeWBPC5saPXjD\ncR453IeUekOH5cwUXypSKYmUkvV1Hk4MBOidiPDSmdEZt9izSwRWuuzs7xyjzuPQV768EWpKbNSX\nOrl5nYmzw0HqSx0MTESwmTVKi6zYTILVNW4kgvv3tFCb7uj2yrkx6j1O2qtdJJKSFZUuJkIxblpz\nYSmtyWRFIZhzG/Tls2O8li47VeKw0JROlB1LV4nxhhMkUhJrgTvi/V59ZyYlmTJJ3Lmpjq8+c4ZI\nIkkolsRs0mgodeC0miktsrK62k0gmsAfiTMeijEejCEl/PT1fnon9HOOZtUytlv0cJdIPInHacl0\n9J2N29bX8HqPnl+Sj9XhUCzBL48PIqXeVOT2DefHczyZysj06JH+TBvrdXXFmUpKdotGrcfBXdsb\n+KtHT2CNxUmkYENDCVaLidU1xVhMJkKxJAO+CL6IJBxL0lpZRIWrcLavlxpvOEY4lsBuMbGlqZTt\nTaW8fHaUJ44NMhaMce2qSirddv7gtjXEEin+7zNv8qWnTmdCLEwCGsqKqC2xMxaM6ru95UUXrG5v\nay4lnpRYzZphq9RMzivTH/5Gg/p9FYgmODMc5Nfn9FAas0mbMeflprXVnB4OMBroJJFMUO6y83/e\ntoHHjg5QNhykdyysVzsTAk0TJFKSmhIb5UW2TIOzeHobzGrWKLLpydj37bFh0gQ2s4k+r96wa3OB\n5X8d7NIfQibn9lwghOC9VzXwl4+e4PRQgJVVhdG40Jh3xRVEWZGVAW+E9XUltFUWcXooQMdICJvJ\nxKBf71bYWObk68+d45HD/fzuLatoKHVy7apK+r0RwrEE16ys4InjQ2hCd37u2t5YEPXCJxkPxugY\nDbKyyoXbbqGxzMGutjK8oTi7V5Qz4I3wo4M9nBgM0F7tonM0RIXLSjieYiQQ4/+9ZRVv9Hh5/Ngg\ndSUOPn5dGyOBGJUuW8ap0zP6NWKJFLY8lXK7VJIpyYHOMZ45OYzDYuL61ZVYzfr/Mh9HosRp4aa1\n1SRTkseODgAQjCa5b28Lz54aZlW1m4lQjPYqN+VFVoYDUTY2lFBks1DpsrKrrRxfJM5/H+jBYtIN\nHQi2NXnSscWOTIWgbFZVu3HvNGNKx+vPhj39eQjBlDJ7N62t5mD3BCsrXXkrv7eU3Lyumu+/2k00\nkeKRw33cuamOUCxB52iQcreVUqeVcCzJlkYP17ZX8nrPBKVOK+/Z3sDqajcvnhnleL+X17r042tq\n3cSTKWKJFLvazoeiOawmPnh1E+PBGI0z7FRMRw8VyN/KpNWkZRLessfzi2dGeObEEAO+KJsbSgjF\nklS4bJwdCVBdbOe92+v59MPHsZgED+xtZXtzKScH/BzsmmBLUwnraz1sbfLQWObkeL+PZEpyatDP\n690TlBVZuX19TUHZyaXkSK+XXx4fJBxPsb6umGvaKzEJgS8yCOgPja91jfPi6RFWVLpYU+Pm5rU1\nhKIJvvdqD7FEknV1Jextr2B9XQk942GG/VHW1l5YgnB3WzmNpU6K7fmJS74YQ74IP3itB4Hgru0N\nU3ZIblpTzf7OMVrKi6gutmMxCeJJmYk/PtwzwbOnhmkqL+Jtm2qJJpLsbiunezTEyUE/62qLGQlE\nWVNTzLA/ytu31tNc7qRzNMT+dLOeG9ZUp/UiiSZSXNdeSTCWpNhuoTi96u7Jqtf4rq0NFCIHu8dp\nLHPkfAfqnVvr+etfnOQHB3p48I41Ob3WUqEc8Txzy9pq1tUW0zse5viAj7aKosx26bWrKrn36ia+\n8Ms3OT2kx9mdHQ7QUKo3v3hgb4ve5EITtFS46B4PsaLSdcFTvZGRUvLQgW6C0SRH+3zce3XzlO3T\nYDTBvzx/jtPDAVrLi7imvQKb2cT+zjHGgjFKnVYGfVHu2dXMPVkNeKavADqtZu6+qpEhfyTT9bAQ\nOD0U4N9f6qRjNEA4lmRDfQnDgSj3Xt1MKJbIbPPOB5MmuGlNNScGfGxtKqXCZePd23SjPllnPpWS\njIV0vZo0QTSRRAjoGAkynk7uctst7E2H+1RdpPX8fOTb2VqGx2nFZTdPyfy/3BqtrKkppqrYTjiW\n5PRQgCdPDPKTg30U280U2cw0lztpKnPSUlHE3Tsauffq5inhOPvaK9jXXsF4MIYAih0WNtaXUGy3\nUDvtQSh7Ejc6ZpPGB3Y2MRKITklynWxDP+iLMBp0UF1s4+xIgr0rKnjfjkaO9vlYW+smnpBUuG2Y\nTRoP3rE28/fRRDKzMziZzLYqnUBYU2wviLyDXKGXPAWHxcSu1vMJ63tWlNM9HmbPinIePzpAPCl5\npWOMI71ezCaN61ZVc+/VLfjDcSwWjVXVul4TyRQT4Tjl6fMM+iI8fnSAYoeFt2ysNfR93DEaIpoO\nA+0cDU5xFGtK7JkqPwAf2t3Coe5xDvdMEI4l6RgNEk9KzgwF8EUSmUTiqmIbV7WU4rZbWFnpwmzS\n2NroydzPyZTkcPcETpt5Ss3yyTFb5iqcOXy+vNY5MWXBIFdUue3csLqKh/Z386mb2wviPleOeJ7R\nNEFjmTPTffNXJ4c4l060e8eWehCCfSvLOTMUwGUz4Y8kePL4IHtWVOCw6jV2QV/1LHEae6vq7HCA\nvokImxtLpsTXTbavPh92Aq93T/BqxxiaEMQSSTpHg/jCMT6ws0lvXFTj5kcHe5AIVla7ePbUMCkp\n2buyYtbt9Uq3reDiQV/tGMMX0TvdOW1mih0WNtSXLDjr/bWucV7rHGddbTHvvUqP1p4IxTBpeqjT\n5AShaSLTYe3XZ0d58cwo9R4Ht66vxuO0MOyP0DMeomMkmCmTmUpJDnZPAJKtjaULjuUWQkyZjC5n\ndraW8VrnOM3lTg53ewmmQ06uainj3a31vNY5wcaGEgLRBA+/3kfveJhdbWVcv7oKi0nj7HCARw73\n47SaeNfWesbSYSoz7UgUEg6r6QJnbUdLGb5wHLNJo9xlw2Uz01RWRCIl6RkPE47puusZj/CTg718\ndF/blCZXjxzuYzQQ5V1b67l5XQ0mTWA1a6yvM7adXA62NZUyHopTXWyjym3jqRODnB0OsntFOXdt\n1x/ONzZ4ePH0CK0VRYwGopmHdLfDzE9f78MfTvD+nY3EEinsFhObs0IODnaNMxKIMRKI0TMezlQE\nMSKra9y8OeQHYNVF7FCJw8LpoSC+cJxXO8a4dlUFE6EYTeVFmDW9cyToScgep5XHjg7QOxHmvmlJ\n0CZNsLV5aqz0K+fGePrEEIlUivdub7yoLIVE70SYAV8kp2Ep2dy/t4VfHh/kp4f6uHvHbNlJxkE5\n4gZhZaWLo30+fUvKYSElod8b4i9/NojTamJrUymBqB5L2VRWlF6dyF328VLjj8R5+PV+UlKvDjGZ\n7S2E4D3b6jkzHJzijL3aMYY/kiAUS5BMSaqK7aytcfNKh14R5OSAH4QeXzsejHMgHWPstpvZ3lyY\nFWNmYmWVi76JMFVuG2/bXHfJ1QVeOTdGOJbklY4xrm4r5+xIkEcO92ESgvftaGQ0GMMXjrO1qTQT\nBvLmUADQjaimCe7f28pXf3WGvokIP3ujn0/esBLQE+2ePTUM6E2INi+TsS1EtjWVsq1Jz2sYD8aJ\nJpJUumxsbSrl+dMjWM16suKRXi8nBvyc7PdxbiSAzWzi2lWVnBnW8yT8kQQ/P9LPcDo23OO0LGh3\npBDYUF8yZbyfGvTTMx6hyGaixG7miWNeusfCTITijAZjnBjwsStdIeJI7wQHO8fxRuLEU5L6Uqdh\nK3Pkg5aKoky5y2A0wevdXgAOdI5nHlS2N5eyPe0snhjw8dNDfbx4ZoSHX48RTSSJxFN8/bmztJbr\n81GRzZyJyV1R6eLkQIAim4kqgy9+lDgsfHDX/LMaV1a5Mg/T25pK2d5cxokBH5955DgOi0ZbpZsb\n11bx+cdP0jMepmssxPWrqy76MHJq0M+5kSDjoRhmTeM3r1sxY3J1IfLi6REAdq9Yngoue1aUs6bG\nzb+8cI73XtVg+BA05YgbhFvX13DtqkrqPXZ+fmSAlooijvb56Z0Ik0yl2NjgwWrWMMd1J8ljwFi7\nuTBpegOSVJIL4n2riu0XhDisqnZzoHOcDfUl3Limip8d7mfIH6VrLMixPi/heJLm8iIGfZEpq4El\njssr+WpHSxkb60v06gSLMCarq90c6p6gvcqNpgkGfRGkhISUHOnzZibicDyZaf6ws7WM598c0Tu+\npXcwShwWwrHklNX47M/zcojlXg40TY+1j6ZXEw92jWd2hAZ9UVZUurCbNcZDcUya4HDPBNeuqmRz\nQwn93jBuuxmPw8qwP4YmxBVRgm9VtZvmcidmTWM8pJditJo1ApE450aCOG3nt6B3tJbx+NFBklJi\nN5sMGZtsFJxWE01lTrrGQrOG7a2pKea/Uz2cHQ4ST+oVk8qKrFS6bJmV3uzcm/ZqN7+Z/qwKKVRy\nPly3qpJdrWUZmxxLpPjB/m7OjQQpspnZ1VZOvcdBe7WbnvEwlS47bvvFXa2drWUc7p7AahYU2UyY\nTJeP3l44PUKFS088Xw6EEDywr5U//MFhnjk5zA0zFBMwEsoRNwjecJwf7O8mGEvwmXeup6G0iK89\ne4ZgNEEkkaLMaWFjg4d1tcVEEylDx9zNhNNq5n07mhj0zR2j3T0W4uHDfbjtFj66rzXTgvf9O5vo\n94b5r1e7sZlNWM0arRVFbGnUH1DetbUOm8WU6eD25PEhRgJRrl9ddUHr30JjKWLcblhTxb7282E7\nWxo9jAVjaAJO9vt5tWOMtoqiKeFBq6rdF3xW79paT99EeMrDz+oaN2aTQEouKUv912dHOT0cYFdr\nGSurLp/t2IshhMBuMSGlpKnMyZoaNykJmxpKeObkMG67mc0NJVS4bZnykFXFdj68uwXQQ7mq0yXn\nKlw2Xj47ytnhIDtbywqmWsBCeOzoACcH/OxoKWVDfQlXt5URSbdqd9nN1BSfH5NbGkv58r3bONrr\no73aNWN5zWxGA1GePD5EscPMzWur89KBNF8IIXjP9gbCscQF7dgnCceSxBIpxoIx1tcW845tdbSU\nu6h0WemdiJBMpXjl3BivdY1z2/oa7BZTQZbPnS/ZNlkTUFakhz0O+CIc6fWxtraYB/a2cm17BdXF\ndspdF98VWFXt5rPv3sjJAT9VxbZM52SAA51jnBjws725lDU1uWuIkwuklDx/epS9KyuWdWX6nVvq\n+aen3uRvHjvJdasqDV3+VjniBqFjRC+N5A3HSUn41M2r+MCu5ky1hEQKhvxRrl9duE7lfGK0j/f7\niMZTRONRhvyRjCMOeuLfu7c24I/GWVtTjKYJgtEE33qxg0A0wS3rqqktcdDvjfBGr77C++tzowVZ\nqjAXZK+aFtnMvG1zHd1jIU4NBmivctHvjfB69wQOiylTe306douJthlq185Vz3YuIvEkL54ZBeD5\nN0euKEd8kkffGODUoJ8VVS7evrmOWCLF8X4fJk1jRZWLG9ZUzfjwatJEpqFTOJbkpbQeXzg9ctk5\n4olkimN9PgC+v7+Hl8+O0VZZxB/evobj/T5KHJYLbEuV207VmvnZy/2d4/ROhOmd0FdzL3U8Fyqx\nRIrv7+9hLBjjmvYKrprWEK53IkyJw8q+lRXUlzq4tr0qs9K9usbCi2dG6Eo3jjox4F+2WGAjYDZp\nvG9HI6+c05NaTZrgQOc4g74BYokUd26unZcjDrqNnh5ClUimePaUHtrx/JsjBeeIH+v3MRKIZhL8\nlwurWeP3b13N//O9Q/zgtR7uvsq4seJXzmO/wWkudxJLprCaNVLpZQmXzczuFRXUpld0mwtsFfxS\nmKwPXF1sn3EVq6ncyfq6kszT7Wgghj+SQEroHNUnglKnNbMVaMS2yUaipsROfakDj9NKTYkdIQTn\nRoPLdn2bWTs/vq/Qz6ojre+OEf3VatYnY6tZY+/KCjY1eC66K2Iza5mdn8mSnZcTZpPGpgZdJ3aL\nPm11joYwaYIN9SWL3iGc7N/gtJoKLqF7KfCG44yla2Z3pO1oNg2lDqqL9Y6Yt2+ouSDcpLHUmUmG\nrSvwHchLodxl44Y1VTSUOXFY9bCdSDxJSkq6ZtDnQjCbNOpL9d2epgL0AR59oz9dsWv5w0PetqmO\nHS2lfObhY/SML+5zyCVqRdwgeJxWfuuGlRwf8LOt6fxqgtWs6aXq4smCKUe2GBpKnXziuhXz/v36\nUgdra92MBeNclU4sclhNfGRPC5F4smA7aC4XFpOWWSl49tQwnWOhZW2JrDdgaCQQTVyxcbzXtFfw\neo+XDXXnV7puWVc9Y8OQ2dA0wd2XuR5vWlvNTWurOdwzcYG+Fsva2mIay5xYTOKyDqmYjQqXlc2N\nJfRNRNjVemGyu91imrNTYWOZk49d04qWDre6ErFbTNyzU9dRLJHCF0kQjiWWZHfgrm0N+KMJiucR\na24kpJT8/I0Brm4rm/euwFKiaYLP372FO/7xOT72rf381yd2G9I+FtanehkRiiU4NRig3nO+wP1V\nLWWZLcFwLIlJE2hCb/XtDcW4dX0N1Rep21yopFISbzhG93gYkyY41D2B3WzirZtq5zTsJk1kWrtn\nYzFpV0QC22ykUpLjAz4cWaEkUkoC0QQum3nGWL1rF1CFxxuO8/M3+tE0wZ2bahfVMc+kCUMax+Vi\nU4OHlVUuBiYiHOn1sra2eN4JbtPrNV8JemyrdLG+rmSKjnrGQ/z4YC8mTXDfnhYclzAes2Nyr0Rq\nSxw0zVK7P5WSBGOJzMLGs6eGOTMcYPeK8kyohFG7Zi4HY8EYpwZ8rK4pprTIitWs8fbNdRf/wzTP\nvTnM6aEAV7eVZ2reZ6MVqI3c36lXOfvEdW15k6GxzMlX7t3GA//2Kh/71qt8+4FdOKzGeli8cu+c\nPPOvz5/jxICf5vIifuem9inVJs6NBHn49T4sJo3dK/Qa4gAHOsbZ1lxKuct6SU7myQE/3nA8k+C4\nWAa8ETxOy0VXQE4N+ukaDbGtuTTTOCKeTHGoewKXzcyaGjcPHejmxdOjIEATgkqXFYfVzJnhgKr7\nuwAi8STecJzusRDPvanHFb5nWwNN5U4eOzrA8X4/bZVFU+Lmw7EkL58bpdhuYWujh8Pp+PrNDSWz\nJtcc6/PR740A+rja2lQ64+8pLs6JAR8/PNDDiQE/lS4rbZUuHtjXikDw8rlR3DbzBTG7kxzsmiiY\nes0LJZXSm8nEkyl2tZZjNWs8/+YIr3aMUV1s585NtRzt81HnsfPy2VFeOD1CSuoNp+69Wi9HNx7U\nq8pcLmXgcsUbvV6ePD4EwK3rUgSiCcpdNlZWuTJN104M+Cm2W3jrxloOdI4jpeSJo4O0VVwenW8v\nlVRK8pVnTvNGjxdPkZU/u3MdnWMhqovtU+7H3vEQh7omqC9zTlklj8ST7O/Qy+++fHZ0Rke8UPmX\n589R4rDw9s35zdO6pr2Sz9+9hd/53kE+8Z0DfP3D2w2186Uc8TwQjiU51O3FF4kTTaSQTE1V7xoL\nkUxJkqkkKZnCbTcTjCbpHAtyctBPTYk9swU2X/omwjz6Rj+gr8ZPlqi7VHyROP/5Shcep4UPXd08\na5WBYDTBo2/0I6W+ajBZXP/ls6MZ42PRBH0TEVJS4gsnaKsoQmgCh9U0pdOeYm6iiSTfebkTfySB\nM+uJP57SOyadG9Fj5DpGQkgpM072S2dHMuULxwIxjvTp35vT8bcz0Vzu5EDnWKYhleLS6RwNkZIS\nfySONxwnmYIXTo/iDcX474O9JFOST964kmvbL9yxaKss4uSAvyDqNS+Uk4P+TAKqxaRxdVt5Jn9h\n0Bfh0Tf66fdGMGmCTQ0lSAR2y/kY8o6RID8+1ItA8J7t9RetnHIlk8gqlzJZNEAIuPfqZlw2M30T\nEU4N+jFrGjazHrP89Ikh7BYT39/fzQd3NRm+VnOukOhzmwSi8SQPH+4nGE0gBNy3pwWP08qZ4QBf\neOIUI4Eo62qLqS62Zer+28waDaUOesbDl1WS9Wtd4/z8yAC/feNKQ6xAv21zHaFYgj/64Rt86nuH\n+Kd7thqmOpJyxPOAnmBUTNdYiE0NnguezDY3lDDgDWO3mFhfV8LmhlLiyRTffqkDgGF/NNOSfL6Y\nNYEQIKXedGWxJJK64Z4I6Q8Tsw1os0mPGQzHkriy4tuyt5WL7GZ2tZXhcVpw28xsafLQWObEJIRh\nbpRCIBxL4o8kAL3F+VUtpdjMpkwFiH0rKzjUPc66uqkr3S6bvlqoCTGlFvNc4RF1Hgcfv3YFQnBF\nhwAtBduaShkLxiixW+kaD1JT7KDIZmLAmySZkgihl9ebiVXVbprKnFhMl1+9Zj2ESrdZk2Eju9vK\neensKK3lRYyH9ORCTeg1mOs8dkYCscxq45A/ipQgkQz7o8oRn4MtDbrOLJrGoC/MG71xBAJTOuZ7\nV1sZZ0cClNgtuB0W3ru9gbFgjHAsyUggSjIlMV9Gda8XgkkT/MY1bfzwtR5WVLpw2cy8ORRAEyIz\nRw/7o1hNGlJCNK7XYZ9ECMFd28/3FLgc8Efi/MFDr1Plti0o5yvXvG9HE4Foks88cow//OFh/u6u\nzYYoa6gc8TxgNWvcv6+VIV9kxkoRHqeV9+2YuuJt0kyZRKU16dJ9C6Gq2M67tzbgi8SXZOvLbTfT\nUuGkpbyIojliK21mPYFl2B+hJet/3dVaTrHdgstmprbEQW2Jgz0rlre80eWGx2llX3sFveNhrm4r\nv6B++saGEjY2XLjCvaOllEq3Lb2qas+0uL9Y2/kreTt6Kal02zI7XCOBKL5wnNaKIrY3lczPiD8A\nABqqSURBVJJISTQhuHH17Imbl8vkPZ3GMifv29FIPCEzlWBWVrkyq4aReJLGMie1JXacVjOrqotZ\nlaWmTQ0ljAWjCCFUeNtF0DTBtnR42Zqkm6piO2VFVkrToYR7VlSwtbGUnvEQDaVOhBDcvr6Gg93j\ntFe5r/gFkzW1xfzJW9cBeqJmY5mPSrctU2Bhc4OHsWCUkUCMW9ZV43FObTwnLqMk1yF/hN/49gE6\nRkN856O7DJd78dF9rQSjCT7/xCmKrGb+4h3r876bYywNXUEU2y0LroKyotK1qPq2S1nWzGLSeNfW\nhnn9bonDckGiiWmOsAfFpbOjpYwdLQv7GyHElFjGizngitxR4bJlHoRsFhP3723Ns0T5ZXL7fibs\nFtOcFSnsFtOMidyKubGYNDY1XKhXh9VEe1Y9+5aKIlouo5yEpcJq1tg8bVw6rCbesnH+yZuFSCKZ\n4r9f6+Wzjx4nEk/ylQ9uW7aW9gvlt29cSTCW4J9/dZZ+b4S/eMf6KU3qlhvliCsUCoVCoVAo5kRK\nydE+Hwe7xvFF9Dh4TQj8kTg/O9xPx2iIbU0e/uauzYaOdxdC8ODta6hy2/nrn5/gur99mtvW13D3\nVY3sXVmx7GF+yhE3KIlkip7xcDpk4OIf00ggyuNHBymymbhjQ63hwwZeOjPKm0N+rmouy3QHXAy9\nE2HsZi0vtUoLmWF/lHgytaDVgGF/lCeODeK2m7l9Q42KEb9ERgJRYomL677Q7u1cIqWkZzyM227G\n47RyvN/Hqx1jrKxyqdC2PHBmOMALp0doLHNyw+oq4ul5q6bYbogEvXyRTEm6x0Lznr/hvF112c3c\nkUe72jcRZtAXYSQQIxhNEIolCcUS9E6E+cWRgUy1rGw0AVc1l/HgHWu5dV21IeKuL4YQgo/ua+X2\nDTV8/dmz/OhgL48c7qeuxM57tjdw1/aGZWsypxxxg/L4sUFODvhx283ct6flojF4r3dPMOjTb5DO\n0eCULUSjEUukePmsXg3hxTMji3bED/dM8OTxITQhuGdnI1WXaa31paZ3IsxD+7uREm7fUDPv3IFD\n6bE26NMrfhh55cOo9HvDfP/VHlJScuv66jljmAvp3s41L58d4+Wzo1hMgg/tbuGlM6N4w3FGA2Ns\nby41VEmyK4Ffnx1jNBBjNBBjW2MpT58c4txIkBKHhfv2tBSEQ5YLHjs6wMkBPy6bmfv2tszLqZ5q\nV4OsrMrPff6WLz7HRCh+wXGLSXDdqkp+75ZV7F1ZkSlFLCUIUbi5KvUeB59++3oevGMNvzw+yPf3\n9/Clp0/zT0+dZmWViy2NHuo8Dlw2E2ZNw2ISJFOSWDJFPCmJJVKE40l84Tj+SAJfJM7v3rIqk3Mx\nHwzriAsh3MB3gTLgn6WU3572/v8F3gv8sZTyG3kQMadMVgQIRBPEk5KLzS/N5UUc6fVht2hUL2GL\n4QFvhEA0zopK15IlNFjNGo1lTrrHQrRVLv6Jc9JopKTEF4kTieslIa/UlunzxRuKI9NVyybH20x0\nj4VIpGQmjryl3MmxPh8Oq0Z1sdqBuBS84Tgpeb7yUDZd6XKGk/G3k/e2w7q093Yh4g3r4zSelASj\nCVorizjUNYHHYeHcsP6QcrlVjzEqUkrsFg1fJM7KKhcuu5mJtB3xRxIkpUTjyvwsJu/pYCxBIinJ\n9lHPDgewmLQLyr62VmTb1fzd559950bsFi2zmu+0mnBazDhtpst699NuMXHnpjru3FRH30SYRw73\n8cLpUZ49NcxwIJqZK2f+W03P+3NYcNvNxBOpBV3bsI448BvA99JfTwshvielzPYWPgO8grH/h0vm\nlrXVvNY1TnN50by2+FZWufjEdW2YNLFkN8uQP8L3Xu1CStizopxdS9j6/N1b6wnHk/PetpuLHS1l\nxBIpnDYTUsIPX+sB4C0ba1Xi4RysrnEzFowRSyZnfXo/NxLkxwd7ATIrt+3Vbj5R5lzSsXalsarK\nzWhrjGgiyfbm87o/Mxzgp4f6gPO7FLm4twuVPSsrEEJQXmSlzuOgzuNgXU0x39/fzc+PDNA7Eeam\ntbNXmFEsHYe6J+gcDeG0mri2vRKTJrh1fQ2vd0+wssp1RY/Vm9dWzTh/v9Hj5ZfHBwF497b6KYtF\nK6vcfOK6/NvVt25SCc6T5Xk/fq1eejGeTBFNpEikV8HNmsBq1tIdvMWiFymN7MReDfyWlDIphHgd\nWAMcnnxTStmf75IzuaSq2L7gjP+l3hqKxlOZp8BQPLmk59Y0sSROOOgZ6Tev0yffwz0TmeOhWGJJ\nzn+5YtIE+9rnjqvN1mE4dn4MFOo2pFHQNMHelRfqPlvH4bjS93SK7RZuW18z5ZjFrGUa0oRiS2un\nFLMzOVbNmkY0oX8/+XB0pTPb/J19T4dnmFPVfW5MdIc7dw9HRnbEPYAv/b03/fOCEEJ8HPg4QFPT\nwjpRKvQ6vjeuqcIXibNjlhbbRmN9XQnhWBIJM5bgUiyMtTXFhGJJ4snUnKXiFEvDulpd38mUZJMq\n7zkvyoqs3L6hhkFfhKsKxE5dDlzVUoZEdx4XU1b3SmJrk4dEMoXVrLH6Cs71UEwl7464EKIGPfwk\nmwF057sYiKRfJ1ggUsqvAV9LX2dYCNE5zz+tAEYWer0cYzSZtgkhXpvlPaPJCsaTKVueuXR5Kedb\nagrt3Euhz9nI5zjK17Xno0+j3F9Gl+NiujSK/PPBCLIu9l5f7v8hHzpbyDW3CSG6FvD7y4ERxtkk\nC5WleT6/lHdHXEo5AFw//bgQ4veAm4QQ3we2ACcWeZ3K+f6uEGK/lPKqxVxvqTGiTLNhRFmNJtNS\ny5PL/69Qz50L8imvkXVlFNkKXQ6jyD8fCknW2Vju/yEfOlvoNY32uRpJnlzJkndHfA6+gV415beB\nr0kpY0KILcB2KeU3hRB/AnwAEEKIOinlX+RTWIVCoVAoFAqFYiEY1hGXUvqAO6cdOwQcSn//WeCz\neRBNoVAoFAqFQqFYNFdufaG5+Vq+BZgBI8o0G0aU1WgyLbU8ufz/CvXcuSCf8hpZV0aRrdDlMIr8\n86GQZJ2N5f4f8qGzhV7TaJ+rkeTJiSxCzlWlXKFQKBQKhUKhUOQEtSKuUCgUCoVCoVDkAeWIKxQK\nhUKhUCgUeUA54gqFQqFQKBQKRR5QjrhCoVAoFAqFQpEHDFu+UAFCCBfgASaklIF8y1NoKP1dGkKI\nKmAnad0Br0opB5f4GuVAO9CRbuqlmIYQwgys4fzncEJKmcivVMbCaDoSQgigGhiWUibzJUeuUDZ1\nYSyHLZ3j2gVrY6+0caZWxGdBCPG/83jtG4UQTwP/AfwV8B9CiKeEEDfnS6ZLIV86LBT9CSEeusS/\n+1T6dbMQ4lkhxK+EEC8IIa5ZApn+EPgmsAqwoRvyrwshHlyCc/9b+vX9wMPAO9E/m99e7LlzQVpO\nhBBNQoiHhBDPCSF+KoRYtwzX/hDwJPAbwG3p118KIT6c62tfjHzqZZochtCREOJz6dcbgQPAPwC/\nFkK8ZxHnzNv8MxOFYlPnIpd2c5br5cyWznHNf0u/LtrG5mMMFsI4u9R5e85zXunlC4UQD8x0GPhd\nKeWG5ZYHQAjxPHCrlDKUdawIeFxKuTcfMs2F0XRoNP0JIb4902HgRill/SWc7ykp5Y1CiMeB/yml\nPC2EqAB+stj/TwjxrJTy2vkeX+C5J+X+FXCHlDIkhDABz0kp9yzm3LkgS96fAH8jpXxBCLEavdPv\ndTm+9nPAtTLLQKd19Ssp5b5cXvti5FMv0+QwhI6y9PEMcJeUckQI4QCeklLuvsjfGsp2zobRbOql\nkEu7Ocv1cmZL57jmgm2skcagkcbZUs/bc6FCU+BzwO+jKzibfD6hRIFNwMtZxzYCkfyIc1GMpkOj\n6W8fcDOQvVUtgJZLPF9ZevWtTEp5GiA9+S+FvjuEEH8MPAH4gGLgJqBrCc7dJoT4C6Ae/TNCSplM\nTxRGxCGEaAMqpJQvAEgpTwohlmMncRx4vxAi+3O4OX083+RTL9kYRUd1aWemXEo5AiClDM/zfjSa\n7ZwNo9nUSyGXdnMmcmlLZ+NSbKyRxqCRxtlSz9uzohxxeAh4bHrclhBiSZ94Fsi9wINCiL9EDx9K\nAYeBvG9Lz4LRdGg0/X0GPdZtLPvg5Jb2JfAj4BrgYSGER0o5IYRwA0cWKSfA/cDbgfdyPq7xZeDv\nl+DcH0m/Pom+VRtKy22kzmnZnAD+FDg5Tc/L4eh9AD3U4stM/Rw+sAzXvhj51Es2RtHRX6Vf/04I\nUSyl9KX18Yt5/K3RbOdsGM2mXgq5tJszkUtbOhuXYmONNAaNNM6Wet6elSs+NEWhUExF6Alwa9En\nj3FynAAnhLBJKaO5On8hk55EPcD4lZC0dCkYRUfiCkswU1yc5balc8ihbKyBUcmasyCEuD/fMkxH\nCPHFfMuwEIymQ6PpTwjxj5f4dxuEED8QQnxPCLEn6/hXlkCmyQS4jwG3soQJcEKI9wsh9gshXhJC\nPCiEmNwK/fliz50LhBB1QogvpZOFfpV+/ZIQomEZrn1TOmnpO8BnMVDSUj71Mk0OQ+hIzJ5gdtMi\nzmko2zkbRrOpc5FLuznL9XJmS+e45pLZWCONQSONs0udt+c8p1oRnxkhxGYp5et5vP52YDdZW1pS\nyv35kudSyKcOjaa/pZRHCPEs+rZnAn3iPyql/KwQ4mkp5Q2LlDNnCXBCiBfT504IIX4TuAN9K/VH\ni5U7FwghngQelFK+mnVsJ/BXUspLdrLmeW3DJC1NJ596mSaHIXSUCznyPf/MhNFs6kLJpd2c5XrL\nnky8lDY2X2PQSONsuWRRK+Lo20fpp+V96Vdznp3wLwAfBfqAl4Be4H4hxD/kS6aLYSQdGk1/OZBH\nk1KekVJ2Sik/AASEEP8FOJdA3MkEuAohhFXoVQXey9LE/4rJbVkp5VeBv0QvsVW3BOfOBQ7g6LRj\nR9PHc81k0lI2RkmOy6desjGKjhYlh5Fs52wYzaZeIrm0mzORS1s6G5dkY40yBo00zpZTlit+RTy9\nffQx4BDnM5s3A9+UUv57nmRa9rJHi8FoOjSa/pZaHiHEV9FXHzuzjt0KfFFKuWaRsrrQt1CvZmqC\n0TeklP5Fnvs30JOCurKO1QN/KqX8zcWcOxcIIW5AT0oMoY/rEsAO/KWU8skcX7sWeBDdoctOWvpb\nKWVvLq89D9nyppdpchhCR4uRw2i2czaMZlMvhVzazVmulzNbOsc1F2xjjTQGjTTOllMW5YgbpBbt\nNJk+DxRxYdmjqJTyU/mQaS6MpkOj6c9o8swHkcMEOFFgSW1CrwntAbzZ4QdXOkovi8dotnM2CtGG\nGYVc2tI5rjlvG2ukMWikcbacsihHXIifAv/JVGXfDHxQSvm2PMq1lfNP0l7gJSnlwXzJMxdG1KHR\n9LeU8ggh6oD/BaxHX4FLAseAz0kpexYp503A/0b/HL3oq51u9NXOXy7y3Deir6T6OD9O3MBnl3Ml\ndbEIIe6XUv5rnq79RSnl7+Tj2hcjn3qZJochdDQfOYxoO2fDaDZ1oeTSbs5yvZzZ0jmuuWAba7Qx\naKRxtlyyKEd85u2jl9C3ZXKyfXS5oXS4vIgcJsuJHCbA5fLcy4lYpiSm5UoUWiqWSy/TrmkIHV2q\nHMp2Lh+5tJuzXG/Z7d2lXFONwfxzxTf0SW/bfGHyZyHEf0opCykBJe8oHS47uUyWy2VnMyN1TZsX\nQq8DvIbzE9SJZXLCv4DekOOXwHH0Var7hRD3GiEUIF96mSaDIXS0GDmU7VxWljvJOB/2bsHXVGMw\n/1zxjvgMVOdbgMsApcPc8ifAI0KI6clyf7oE585lZzMjdU27KLMlMQkhliOJafsMCUE/EnoJtryS\nZ71kYxQdLaUcynbmjlzazZnIh71bimuqMbjMXPGhKdMRQjwlpbwx33IUMkqHy4NKlsst+UxiMlLS\n0gyyGSK5yyg6Wko5lO3MPcpuzo0ag8uPqiOuUBQoUsqwlLJ/cjIROeyEJnLY2SyX514k+agDDICU\n8veArwKVwHagCvhavp3wNHnTSzZG0ZFR5FDMj+W0mzORD3tnYBurQK2IX4DIUZetKwmlw/ywVMly\nuUyAM0py3XxQSUwzo/SSO5TtXH5ymWScD3u32GuqMbj8KEd8GkKIainlYL7lKGSUDnPPLMlyiSU4\nb3bimZfzpazii13hy+W5l4N0EtM9+ZbDaCi9LB3KduaWXNnNWa617PZuKa6pxuDyo5I1p6EG4OJR\nOswtOU6Wy2UCnFGS6y4VlcQ0M0ovS4SynbkjD0nG+bB3i76mGoPLj3LEFYrC4+PMkiwHLHZC2S+E\n+GcuTDx7bZHnzfW5FQqFYi5yaTdnIh/2TtnYAkSFpigUBUauO6HlspuYkbqmLRRVTWBmlF4UhUA+\nOkjmw94Vso29UlGO+DIghHgn8CNgrZTyRNbxTwGfA6qllN70seuBnwDn0GO9viel/PP08d+XUt65\nzOIbEiFEEngDsAAJ4NvAF6SUqazf+Qf0ag6Nk8eFEPcBV0kpf2vZhV4iVLJcflBJTDOj9GJ8hBAS\n+A8p5b3pn81AP/BrKeWdQohq4JtAI7pN7ZBSvkUI0YLepOhk1um+AvyP9Pfr0u8lgV9IKR9chn/n\nklB2szBIj7lHpJQbso59GghIKf8ua+x+M3u8CSGeQfeRDJn8PxcqNGV5uAd4Pv36Z9OOvwq8G/jX\nrOPPpY1jEXBICPHwsklaOISllFsAhBBVwHfRVzj+LH1MA94FdAPXAU/nSc4lR3VCyxvvz7cABkXp\nxfgEgQ1CCIeUMgzcAvRmvf8XwBNSyn8EEEJsynrvzKStzeKf07/XAdwgpRzJmeRLhLKblw23AKeA\n9woh/jg71KhQUXXEc0z6KXwf8FGyJiwhxArABfxvdIf8AqSUQeAAsDL3khYuUsoh9Pi/3xJCiPTh\n69HbF3+FWfR7GaGS5ZYBlcQ0M0ovBcOjwFvT39+DHqYxSS3QM/mDlPLwMsqVL5TdLEzuAf4R6EIv\n01jwKEc897wDfcvuFDCarvEJulP+PeA5YHV6a3AKQohy9G20o8slbKEipTwLmNCbacD5ieZHwFuF\nEJZ8yaZQKBQG4HvojZjswCbg11nvfRn4phDiaSHEnwgh6rLeWyGEOJT++vJyCqxQZJMeuzcDD6PP\n75fFIptyxHPPPegGkPTrPdnH07HLP0SPZZ7kGiHEQeBx4HNSSuWILwAhhBV4C/BjKaUPfcK5Lb9S\nKRQKRf5Ir3K3oM89j0577zGgDfg6ep3tg0KIyvTbZ6SUW9Jfn1xGkRVXJrOFmkjgTuDpdHjVD4F3\npivfFDTKEc8hQogy4EbgG+lYuj8A7hZCbATagSfSx9/P1Ce756SUW6WU26WUX11msQsSIUQbesLQ\nELrT7QHeSOt3H5fJk/MsiIv/imK5EUIE0q8tQohwekXxdSHEi0KI1en3rhdCSCHEx7L+bkv62O/n\nS3ajMqnT9PdvEUKcEkI0p3/+uBDiRPrrFSHEvvxJalh+CvwdU8NSAJBSjkkpvyul/BB67tL0etSX\nG8puGpNRoHTasTJgBH0evzk9rx8AytF9rIJGOeK55S7g36WUzVLKFillI3o1lH8EPp0+1iKlrAPq\nJicUxcJIr9x8FfhSOnHjHuBjk/oFWoFbhBDOPIqZS1SynPGZXFXcDHwL+F9Z7x0B7s76+R4gJy23\nLxeEEDcBXwTukFJ2CiHuBD4B7JNSrgF+E/iuEKImn3IakH8B/lxK+Ub2QSHEjZP2UQjhBlagx+Be\nzii7aUDSSbX9QogbIbOgeTt6I6ZrgKasuf2TXAaLbMoRzy33oMcoZ/NDdMdw+vEfcXHDcJMQoifr\n67JIVLhEHOkVxqPo7XwfB/48PZncDvxs8hfTSa/PA5O1Yu+bpseG5RZ+KVHJcgVHMTCe9XMnYBdC\nVKeTjW8Hfp4XyQoAIcS16CEUd0opz6QP/xHwB5PVO6SUr6E/8KhQiiyklD1Syi/O8NZ29GYwh9FL\n+n1DSvnq8kq3vCi7aWg+DPypEOIQ8BTw58AW4CkpZTTr934CvE0IYUv//LOsef2h5RX50lF1xBUK\nhSIHCCECUkrXtFrMbsAJ7JJSdk32B0B/kEwBB9HbcHeSrpubB9ENixAiDviB67MrewghxoDWyX4M\n6WPvAD4ipXz38kuqUCgU80OtiCsUCkXumQxNWQF8CvjatPe/j56wPb2snGIqceBF9HKwCoVCUfAo\nR1yhUFxAOkziu0KIs0KIA0KIl4QQ70onF3qzypkdEkLcnG95C4yfMi0RTko5gO5k3gI8mQ+hCoQU\nejz9TiFEdpz9MfTwimy2o0q/KpYBIUQybQuPCCEeyoq3T06zlQ+mjz8jhDiZTt5+YTJ5W3Flojpr\nKhSKKaTjlH8MfEtK+YH0sWbg7eixzc9JKe/Mo4iFzj7gzAzH/w9QJaVMnu9LpZiOlDIkhHgr8JwQ\nYlBK+U3gb4C/FkLcLqUcFUJsAe4DduVTVsUVQ3an5/9ATxb+fPbxGfiglHK/EOLjwN+i21fFFYhy\nxBUKxXRuBGLZpTOllJ3AP6VjmhULZ0U68UgAMfQ48ClIKV9cdqkKFCnlmBDiduBZIcSwlPKnQoh6\n4EUhhESPI79XStmfX0kVVyDPoTdMmi/PooerKa5QlCOuUCimsx54bY73r0k7lZO8J6t6hSKNlNKV\nfu0AHLP8zjPAMzMc/3TuJCtcJnWa/r4bvQLV5M9fAb6SD7kUCgAhhBm4A/hF+pBjmq38Kynlf037\ns7cBb6C4YlGOuEKhmJN0W+t96Cu5f4AKTVEoFIpssh3u54Bvpr+fKzTlP4QQYaAD+O0cy6cwMMoR\nVygU0zkKvGfyBynlJ4UQFcD+/ImkUCgUhmUuh3s2PiilVDZVoaqmKBSKC3gKvcHM/8g6drl2JVUo\nFAqFIm8oR1yhUExB6l2+3glcJ4Q4J4R4Bb1L4R+lf+WaaSW57sqbsAqFQmFcHNNs5efyLZDCeKjO\nmgqFQqFQKBQKRR5QK+IKhUKhUCgUCkUeUI64QqFQKBQKhUKRB5QjrlAoFAqFQqFQ5AHliCsUCoVC\noVAoFHlAOeIKhUKhUCgUCkUeUI64QqFQKBQKhUKRB5QjrlAoFAqFQqFQ5IH/H70winv+wy5GAAAA\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113620240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import scatter_matrix\n",
    "# plot the scatter of daily price changed for ALL stocks\n",
    "scatter_matrix(daily_pc, diagonal='kde', figsize=(12,12));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Correlation of stocks based upon daily percentage change of closing price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ticker      AAPL       DAL        GE    ...         MSFT  \\\n",
       "Ticker                                  ...                \n",
       "AAPL    1.000000  0.136735  0.238862    ...     0.182679   \n",
       "DAL     0.136735  1.000000  0.318175    ...     0.152912   \n",
       "GE      0.238862  0.318175  1.000000    ...     0.340657   \n",
       "IBM     0.213404  0.166197  0.427995    ...     0.354523   \n",
       "KO      0.157938  0.187258  0.386182    ...     0.267434   \n",
       "MSFT    0.182679  0.152912  0.340657    ...     1.000000   \n",
       "PEP     0.096834  0.174259  0.373409    ...     0.280881   \n",
       "UAL     0.061678  0.761239  0.236525    ...     0.127748   \n",
       "\n",
       "Ticker       PEP       UAL  \n",
       "Ticker                      \n",
       "AAPL    0.096834  0.061678  \n",
       "DAL     0.174259  0.761239  \n",
       "GE      0.373409  0.236525  \n",
       "IBM     0.252805  0.122614  \n",
       "KO      0.553575  0.139636  \n",
       "MSFT    0.280881  0.127748  \n",
       "PEP     1.000000  0.124301  \n",
       "UAL     0.124301  1.000000  \n",
       "\n",
       "[8 rows x 8 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate the correlation between all the stocks relative\n",
    "# to daily percentage change\n",
    "corrs = daily_pc.corr()\n",
    "corrs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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q6vNrGNfeuIjZfg58Ysbr18IW4I3AV4Cf7jmWdWl0CRY4HvhQVV0NfDPJ0qK0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\n/wOPuOh4NZB6zgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116994b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot a heatmap of the correlations\n",
    "plt.imshow(corrs, cmap='hot', interpolation='none')\n",
    "plt.colorbar()\n",
    "plt.xticks(range(len(corrs)), corrs.columns)\n",
    "plt.yticks(range(len(corrs)), corrs.columns)\n",
    "plt.gcf().set_size_inches(8,8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1S6erK6DmdMmyjNFodCsRoTJ16tQOGYu1ykYYVdh0YTicykH46aefkpmZCcCP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\nMNAEirc0iJwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116a85cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 75 period minimum\n",
    "min_periods = 75\n",
    "# calculate the volatility\n",
    "vol = daily_pc.rolling(window=min_periods).std() * \\\n",
    "        np.sqrt(min_periods)\n",
    "# plot it\n",
    "vol.plot(figsize=(10, 8));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Determining risk relative to expected returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gqbs/Gr2BmQ0Cfg5c6+77o9ozIxNGMbNzKJ8QujqsgxMRETkdPXv25PHHH+e6665jx44d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\npH+XtF7S05JOS8fHSLpP0sb0OBe4BRifRkiWpHT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      "text/plain": [
       "<matplotlib.figure.Figure at 0x116bf1710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generate a scatter of the mean vs std of daily % change\n",
    "plt.scatter(daily_pc.mean(), daily_pc.std())\n",
    "plt.xlabel('Expected returns')\n",
    "plt.ylabel('Risk')\n",
    "\n",
    "# this adds fancy labels to each dot, with an arrow too\n",
    "for label, x, y in zip(daily_pc.columns, \n",
    "                       daily_pc.mean(), \n",
    "                       daily_pc.std()):\n",
    "    plt.annotate(\n",
    "        label, \n",
    "        xy = (x, y), xytext = (30, -30),\n",
    "        textcoords = 'offset points', ha = 'right', \n",
    "        va = 'bottom',\n",
    "        bbox = dict(boxstyle = 'round,pad=0.5', \n",
    "                    fc = 'yellow', \n",
    "                    alpha = 0.5),\n",
    "        arrowprops = dict(arrowstyle = '->', \n",
    "                          connectionstyle = 'arc3,rad=0'))\n",
    "\n",
    "# set ranges and scales for good presentation\n",
    "plt.xlim(-0.001, 0.003)\n",
    "plt.ylim(0.005, 0.0275)\n",
    "\n",
    "# set size\n",
    "plt.gcf().set_size_inches(8,8)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
